IMPORTS¶
Import Libaries¶
In [1]:
import numpy as np
import pandas as pd
# Regular Edxpression libary
import re
# machine learning libaries: Hypertuning
from sklearn.model_selection import train_test_split
from sklearn.linear_model import LinearRegression
from sklearn.metrics import mean_squared_error, r2_score
from sklearn.metrics import r2_score
from sklearn.tree import DecisionTreeRegressor ,plot_tree
from sklearn.metrics import mean_absolute_error
from sklearn.preprocessing import LabelEncoder
from sklearn.ensemble import RandomForestClassifier
# machine learning libaries: Boosting
import xgboost as xgb
# visualisation libaries
import matplotlib.pyplot as plt
import seaborn as sns
import plotly.graph_objs as go
import plotly.express as px
import plotly.offline as py
Import Data¶
In [2]:
#Importing 1st CSV file - Glassdoor Gender Pay Gap_1.csv
pay_gap1=pd.read_csv("Glassdoor Gender Pay Gap_1.csv")
In [3]:
pay_gap1.head()
Out[3]:
| JobTitle | Gender | Age | PerfEval | Education | Dept | Seniority | BasePay | Bonus | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Graphic Designer | Female | 18 | 5 | College | Operations | 2 | 42363 | 9938 |
| 1 | Software Engineer | Male | 21 | 5 | College | Management | 5 | 108476 | 11128 |
| 2 | Warehouse Associate | Female | 19 | 4 | PhD | Administration | 5 | 90208 | 9268 |
| 3 | Software Engineer | Male | 20 | 5 | Masters | Sales | 4 | 108080 | 10154 |
| 4 | Graphic Designer | Male | 26 | 5 | Masters | Engineering | 5 | 99464 | 9319 |
In [4]:
#check the type of dataframe and if any null values in the datframe
pay_gap1.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 499 entries, 0 to 498 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 JobTitle 499 non-null object 1 Gender 499 non-null object 2 Age 499 non-null int64 3 PerfEval 499 non-null int64 4 Education 499 non-null object 5 Dept 499 non-null object 6 Seniority 499 non-null int64 7 BasePay 499 non-null int64 8 Bonus 499 non-null int64 dtypes: int64(5), object(4) memory usage: 35.2+ KB
In [5]:
#check for regular null values
pay_gap1.isnull().any()
Out[5]:
JobTitle False Gender False Age False PerfEval False Education False Dept False Seniority False BasePay False Bonus False dtype: bool
In [6]:
pay_gap1.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 499 entries, 0 to 498 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 JobTitle 499 non-null object 1 Gender 499 non-null object 2 Age 499 non-null int64 3 PerfEval 499 non-null int64 4 Education 499 non-null object 5 Dept 499 non-null object 6 Seniority 499 non-null int64 7 BasePay 499 non-null int64 8 Bonus 499 non-null int64 dtypes: int64(5), object(4) memory usage: 35.2+ KB
In [7]:
# no null values noted, if there had been, the following would have been used:
pay_gap1= pay_gap1.fillna("unknown")
In [8]:
#Importing 2nd CSV file - Glassdoor Gender Pay Gap_2.csv
pay_gap2=pd.read_csv("Glassdoor Gender Pay Gap_2.csv")
In [9]:
# check the headings to ensure no disparity with first dataset
pay_gap2.head()
Out[9]:
| JobTitle | Gender | Age | PerfEval | Education | Dept | Seniority | BasePay | Bonus | |
|---|---|---|---|---|---|---|---|---|---|
| 0 | Sales Associate | Male | 28 | 3 | College | Management | 3 | 85986 | 8160 |
| 1 | Financial Analyst | Male | 32 | 4 | Masters | Sales | 3 | 78132 | 8035 |
| 2 | Manager | Male | 57 | 4 | Masters | Operations | 3 | 135073 | 6898 |
| 3 | Driver | Female | 52 | 4 | High School | Operations | 1 | 78751 | 6258 |
| 4 | Software Engineer | Male | 64 | 5 | High School | Sales | 2 | 118231 | 7440 |
In [10]:
pay_gap2.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 505 entries, 0 to 504 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 JobTitle 505 non-null object 1 Gender 505 non-null object 2 Age 505 non-null int64 3 PerfEval 505 non-null int64 4 Education 505 non-null object 5 Dept 505 non-null object 6 Seniority 505 non-null int64 7 BasePay 505 non-null int64 8 Bonus 505 non-null int64 dtypes: int64(5), object(4) memory usage: 35.6+ KB
In [11]:
#check for regular null values
pay_gap2.isnull().any()
Out[11]:
JobTitle False Gender False Age False PerfEval False Education False Dept False Seniority False BasePay False Bonus False dtype: bool
Analysing the Data¶
Merging the dataframes¶
In [12]:
#merge the dataframes before doing any further review or data clean-up
pay_gap = pd.concat(
map(pd.read_csv, ['Glassdoor Gender Pay Gap_1.csv', 'Glassdoor Gender Pay Gap_2.csv']), ignore_index=True)
In [13]:
#data observed from the two tables indicates that obnce combined, there should be 1,004 rows of data
pay_gap.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1004 entries, 0 to 1003 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 JobTitle 1004 non-null object 1 Gender 1004 non-null object 2 Age 1004 non-null int64 3 PerfEval 1004 non-null int64 4 Education 1004 non-null object 5 Dept 1004 non-null object 6 Seniority 1004 non-null int64 7 BasePay 1004 non-null int64 8 Bonus 1004 non-null int64 dtypes: int64(5), object(4) memory usage: 70.7+ KB
Dropping Duplicates¶
In [14]:
#Checking duplicates
pay_gap.duplicated().sum()
Out[14]:
4
In [15]:
#drop the duplicates
pay_gap = pay_gap.drop_duplicates().reset_index(drop=True)
In [16]:
pay_gap.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 9 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 JobTitle 1000 non-null object 1 Gender 1000 non-null object 2 Age 1000 non-null int64 3 PerfEval 1000 non-null int64 4 Education 1000 non-null object 5 Dept 1000 non-null object 6 Seniority 1000 non-null int64 7 BasePay 1000 non-null int64 8 Bonus 1000 non-null int64 dtypes: int64(5), object(4) memory usage: 70.4+ KB
Cleaning the data¶
In [17]:
#Combine the Basepay & Bonus pay to assist with analysis
pay_gap['TotalPay'] = pay_gap['BasePay'] + pay_gap['Bonus']
In [18]:
pay_gap
Out[18]:
| JobTitle | Gender | Age | PerfEval | Education | Dept | Seniority | BasePay | Bonus | TotalPay | |
|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Graphic Designer | Female | 18 | 5 | College | Operations | 2 | 42363 | 9938 | 52301 |
| 1 | Software Engineer | Male | 21 | 5 | College | Management | 5 | 108476 | 11128 | 119604 |
| 2 | Warehouse Associate | Female | 19 | 4 | PhD | Administration | 5 | 90208 | 9268 | 99476 |
| 3 | Software Engineer | Male | 20 | 5 | Masters | Sales | 4 | 108080 | 10154 | 118234 |
| 4 | Graphic Designer | Male | 26 | 5 | Masters | Engineering | 5 | 99464 | 9319 | 108783 |
| ... | ... | ... | ... | ... | ... | ... | ... | ... | ... | ... |
| 995 | Marketing Associate | Female | 61 | 1 | High School | Administration | 1 | 62644 | 3270 | 65914 |
| 996 | Data Scientist | Male | 57 | 1 | Masters | Sales | 2 | 108977 | 3567 | 112544 |
| 997 | Financial Analyst | Male | 48 | 1 | High School | Operations | 1 | 92347 | 2724 | 95071 |
| 998 | Financial Analyst | Male | 65 | 2 | High School | Administration | 1 | 97376 | 2225 | 99601 |
| 999 | Financial Analyst | Male | 60 | 1 | PhD | Sales | 2 | 123108 | 2244 | 125352 |
1000 rows × 10 columns
In [19]:
#rename index Column
pay_gap.index.rename('Ref_Number', inplace=True)
In [20]:
pay_gap.shape
Out[20]:
(1000, 10)
In [21]:
pay_gap.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 JobTitle 1000 non-null object 1 Gender 1000 non-null object 2 Age 1000 non-null int64 3 PerfEval 1000 non-null int64 4 Education 1000 non-null object 5 Dept 1000 non-null object 6 Seniority 1000 non-null int64 7 BasePay 1000 non-null int64 8 Bonus 1000 non-null int64 9 TotalPay 1000 non-null int64 dtypes: int64(6), object(4) memory usage: 78.2+ KB
In [22]:
pay_gap.head()
Out[22]:
| JobTitle | Gender | Age | PerfEval | Education | Dept | Seniority | BasePay | Bonus | TotalPay | |
|---|---|---|---|---|---|---|---|---|---|---|
| Ref_Number | ||||||||||
| 0 | Graphic Designer | Female | 18 | 5 | College | Operations | 2 | 42363 | 9938 | 52301 |
| 1 | Software Engineer | Male | 21 | 5 | College | Management | 5 | 108476 | 11128 | 119604 |
| 2 | Warehouse Associate | Female | 19 | 4 | PhD | Administration | 5 | 90208 | 9268 | 99476 |
| 3 | Software Engineer | Male | 20 | 5 | Masters | Sales | 4 | 108080 | 10154 | 118234 |
| 4 | Graphic Designer | Male | 26 | 5 | Masters | Engineering | 5 | 99464 | 9319 | 108783 |
In [23]:
#Review number of Males Vs Females levels and number of these
pay_gap.Gender.value_counts()
Out[23]:
Male 532 Female 468 Name: Gender, dtype: int64
In [24]:
#Review unique education levels and number of these
print('Education Level: ')
pay_gap.Education.value_counts()
Education Level:
Out[24]:
High School 265 Masters 256 College 241 PhD 238 Name: Education, dtype: int64
In [25]:
# count number of each education level by gender
education_counts = pay_gap.groupby('Gender')['Education'].value_counts()
In [26]:
# print education levels by gender
print('Education Level by Gender:')
print(education_counts)
Education Level by Gender:
Gender Education
Female High School 132
College 123
Masters 107
PhD 106
Male Masters 149
High School 133
PhD 132
College 118
Name: Education, dtype: int64
In [27]:
# count number of each Performance evaluation by gender
perfeval_counts = pay_gap.groupby('Gender')['PerfEval'].value_counts()
In [28]:
# print performance levels by gender
print('Performance Evaluation by Gender:')
print(perfeval_counts)
Performance Evaluation by Gender:
Gender PerfEval
Female 1 106
4 96
2 90
3 88
5 88
Male 5 121
4 111
3 106
2 102
1 92
Name: PerfEval, dtype: int64
In [29]:
# count number of each age level by gender
age_counts = pay_gap.groupby('Gender')['Age'].value_counts()
In [30]:
# print age by gender
print('Age by Gender:')
age_counts
Age by Gender:
Out[30]:
Gender Age
Female 34 15
57 15
45 14
49 14
22 13
..
Male 54 7
46 6
52 6
61 6
34 5
Name: Age, Length: 96, dtype: int64
In [31]:
pd.set_option('display.max_rows', None)
In [32]:
age_counts
Out[32]:
Gender Age
Female 34 15
57 15
45 14
49 14
22 13
33 13
41 13
55 13
26 12
47 12
48 12
61 12
62 12
18 11
20 11
24 11
36 11
53 11
58 11
63 11
27 10
44 10
65 10
28 9
35 9
38 9
42 9
50 9
51 9
56 9
59 9
19 8
23 8
29 8
30 8
31 8
32 8
37 8
46 8
52 8
21 7
39 7
43 7
54 6
64 6
40 5
60 5
25 4
Male 18 18
36 16
62 16
20 15
40 15
53 15
58 15
64 15
23 14
29 14
31 14
49 14
59 14
21 13
22 13
24 13
33 13
55 13
60 13
19 12
56 12
65 12
26 11
30 11
45 11
63 11
25 10
27 10
28 10
39 10
57 10
32 9
35 9
47 9
48 9
51 9
37 8
38 8
41 8
43 8
44 8
42 7
50 7
54 7
46 6
52 6
61 6
34 5
Name: Age, dtype: int64
Using Regex to extract a pattern in data¶
In [33]:
# define function to get unique words from a column
def get_unique_words(pay_gap, JobTitle):
all_text = ' '.join(pay_gap[JobTitle].astype(str).tolist())
all_words = all_text.split()
return set(all_words)
In [34]:
# call function to identify unique words in jobtitles
unique_words = get_unique_words(pay_gap, 'JobTitle')
print(f'The unique words in the "JobTitle" column are: {unique_words}')
The unique words in the "JobTitle" column are: {'Data', 'IT', 'Designer', 'Manager', 'Sales', 'Engineer', 'Graphic', 'Financial', 'Marketing', 'Associate', 'Analyst', 'Driver', 'Software', 'Warehouse', 'Scientist'}
In [35]:
# define list of 15 unique words to search for
unique_words = ['Warehouse', 'Analyst', 'Financial', 'Associate', 'Marketing', 'Scientist', 'Designer', 'Sales', 'Manager', 'IT', 'Driver', 'Graphic', 'Data', 'Engineer', 'Software']
In [36]:
# create function to count occurrences of each unique word in column
def count_words(pay_gap, JobTitle, words):
counts = {word: 0 for word in words}
for value in pay_gap[JobTitle]:
for word in words:
pattern = fr'\b{word}\b'
matches = re.findall(pattern, value, flags=re.IGNORECASE)
counts[word] += len(matches)
return counts
In [37]:
# call function and print results
word_counts = count_words(pay_gap, 'JobTitle', unique_words)
for word, count in word_counts.items():
print(f'The word "{word}" appears {count} times in the JobTitle column.')
The word "Warehouse" appears 90 times in the JobTitle column. The word "Analyst" appears 107 times in the JobTitle column. The word "Financial" appears 107 times in the JobTitle column. The word "Associate" appears 302 times in the JobTitle column. The word "Marketing" appears 118 times in the JobTitle column. The word "Scientist" appears 107 times in the JobTitle column. The word "Designer" appears 98 times in the JobTitle column. The word "Sales" appears 94 times in the JobTitle column. The word "Manager" appears 90 times in the JobTitle column. The word "IT" appears 96 times in the JobTitle column. The word "Driver" appears 91 times in the JobTitle column. The word "Graphic" appears 98 times in the JobTitle column. The word "Data" appears 107 times in the JobTitle column. The word "Engineer" appears 109 times in the JobTitle column. The word "Software" appears 109 times in the JobTitle column.
Use of iterators¶
In [38]:
# Create an iterator for grouping the data by gender, age, education, and seniority
groups = pay_gap.groupby(['Gender', 'Age', 'Education', 'Seniority'])
In [39]:
# Iterate over the groups and calculate the average pay for each group
for group, data in groups:
avg_pay = data['TotalPay'].mean()
print(f"Gender: {group[0]}, Age: {group[1]}, Education: {group[2]}, Seniority: {group[3]}, Average Pay: {avg_pay}")
Gender: Female, Age: 18, Education: College, Seniority: 1, Average Pay: 47695.0 Gender: Female, Age: 18, Education: College, Seniority: 2, Average Pay: 52301.0 Gender: Female, Age: 18, Education: College, Seniority: 3, Average Pay: 72883.0 Gender: Female, Age: 18, Education: High School, Seniority: 2, Average Pay: 57135.5 Gender: Female, Age: 18, Education: Masters, Seniority: 1, Average Pay: 60262.0 Gender: Female, Age: 18, Education: Masters, Seniority: 2, Average Pay: 51237.0 Gender: Female, Age: 18, Education: Masters, Seniority: 4, Average Pay: 78221.0 Gender: Female, Age: 18, Education: Masters, Seniority: 5, Average Pay: 81790.0 Gender: Female, Age: 18, Education: PhD, Seniority: 3, Average Pay: 87205.0 Gender: Female, Age: 19, Education: College, Seniority: 2, Average Pay: 79088.5 Gender: Female, Age: 19, Education: College, Seniority: 3, Average Pay: 92997.0 Gender: Female, Age: 19, Education: College, Seniority: 4, Average Pay: 95446.0 Gender: Female, Age: 19, Education: High School, Seniority: 1, Average Pay: 45662.0 Gender: Female, Age: 19, Education: High School, Seniority: 4, Average Pay: 81532.0 Gender: Female, Age: 19, Education: Masters, Seniority: 2, Average Pay: 84991.0 Gender: Female, Age: 19, Education: PhD, Seniority: 5, Average Pay: 99476.0 Gender: Female, Age: 20, Education: College, Seniority: 2, Average Pay: 63178.0 Gender: Female, Age: 20, Education: College, Seniority: 3, Average Pay: 71830.0 Gender: Female, Age: 20, Education: College, Seniority: 4, Average Pay: 77994.5 Gender: Female, Age: 20, Education: High School, Seniority: 1, Average Pay: 47688.0 Gender: Female, Age: 20, Education: High School, Seniority: 3, Average Pay: 69376.0 Gender: Female, Age: 20, Education: Masters, Seniority: 4, Average Pay: 73285.0 Gender: Female, Age: 20, Education: PhD, Seniority: 4, Average Pay: 81016.0 Gender: Female, Age: 20, Education: PhD, Seniority: 5, Average Pay: 68343.0 Gender: Female, Age: 21, Education: College, Seniority: 5, Average Pay: 95967.5 Gender: Female, Age: 21, Education: Masters, Seniority: 4, Average Pay: 93191.0 Gender: Female, Age: 21, Education: PhD, Seniority: 2, Average Pay: 72633.0 Gender: Female, Age: 21, Education: PhD, Seniority: 3, Average Pay: 80676.0 Gender: Female, Age: 21, Education: PhD, Seniority: 4, Average Pay: 95892.0 Gender: Female, Age: 22, Education: College, Seniority: 2, Average Pay: 64504.0 Gender: Female, Age: 22, Education: College, Seniority: 4, Average Pay: 85010.0 Gender: Female, Age: 22, Education: High School, Seniority: 1, Average Pay: 64631.0 Gender: Female, Age: 22, Education: High School, Seniority: 3, Average Pay: 84495.0 Gender: Female, Age: 22, Education: High School, Seniority: 4, Average Pay: 112335.0 Gender: Female, Age: 22, Education: High School, Seniority: 5, Average Pay: 98707.0 Gender: Female, Age: 22, Education: Masters, Seniority: 1, Average Pay: 46223.0 Gender: Female, Age: 22, Education: Masters, Seniority: 2, Average Pay: 74253.0 Gender: Female, Age: 22, Education: Masters, Seniority: 3, Average Pay: 96986.0 Gender: Female, Age: 22, Education: Masters, Seniority: 4, Average Pay: 109388.0 Gender: Female, Age: 22, Education: PhD, Seniority: 1, Average Pay: 44638.0 Gender: Female, Age: 22, Education: PhD, Seniority: 5, Average Pay: 121023.0 Gender: Female, Age: 23, Education: College, Seniority: 2, Average Pay: 59680.0 Gender: Female, Age: 23, Education: College, Seniority: 5, Average Pay: 108395.0 Gender: Female, Age: 23, Education: High School, Seniority: 2, Average Pay: 52568.0 Gender: Female, Age: 23, Education: High School, Seniority: 4, Average Pay: 83682.0 Gender: Female, Age: 23, Education: Masters, Seniority: 4, Average Pay: 67847.0 Gender: Female, Age: 23, Education: PhD, Seniority: 3, Average Pay: 62352.0 Gender: Female, Age: 23, Education: PhD, Seniority: 5, Average Pay: 99190.0 Gender: Female, Age: 24, Education: College, Seniority: 4, Average Pay: 79728.0 Gender: Female, Age: 24, Education: College, Seniority: 5, Average Pay: 109494.0 Gender: Female, Age: 24, Education: High School, Seniority: 1, Average Pay: 72877.0 Gender: Female, Age: 24, Education: High School, Seniority: 2, Average Pay: 71901.0 Gender: Female, Age: 24, Education: High School, Seniority: 3, Average Pay: 55918.0 Gender: Female, Age: 24, Education: High School, Seniority: 4, Average Pay: 85511.0 Gender: Female, Age: 24, Education: High School, Seniority: 5, Average Pay: 101424.0 Gender: Female, Age: 24, Education: Masters, Seniority: 3, Average Pay: 83422.0 Gender: Female, Age: 24, Education: Masters, Seniority: 5, Average Pay: 89752.0 Gender: Female, Age: 24, Education: PhD, Seniority: 3, Average Pay: 112658.0 Gender: Female, Age: 24, Education: PhD, Seniority: 4, Average Pay: 64926.0 Gender: Female, Age: 25, Education: High School, Seniority: 1, Average Pay: 44722.0 Gender: Female, Age: 25, Education: Masters, Seniority: 4, Average Pay: 95454.0 Gender: Female, Age: 25, Education: Masters, Seniority: 5, Average Pay: 125414.0 Gender: Female, Age: 26, Education: College, Seniority: 1, Average Pay: 67980.0 Gender: Female, Age: 26, Education: College, Seniority: 2, Average Pay: 66593.66666666667 Gender: Female, Age: 26, Education: College, Seniority: 3, Average Pay: 79782.0 Gender: Female, Age: 26, Education: High School, Seniority: 1, Average Pay: 40958.0 Gender: Female, Age: 26, Education: High School, Seniority: 3, Average Pay: 64148.0 Gender: Female, Age: 26, Education: Masters, Seniority: 5, Average Pay: 107253.0 Gender: Female, Age: 26, Education: PhD, Seniority: 3, Average Pay: 84513.0 Gender: Female, Age: 26, Education: PhD, Seniority: 4, Average Pay: 89539.0 Gender: Female, Age: 26, Education: PhD, Seniority: 5, Average Pay: 117115.0 Gender: Female, Age: 27, Education: College, Seniority: 2, Average Pay: 72180.0 Gender: Female, Age: 27, Education: High School, Seniority: 1, Average Pay: 63346.0 Gender: Female, Age: 27, Education: High School, Seniority: 4, Average Pay: 95892.0 Gender: Female, Age: 27, Education: High School, Seniority: 5, Average Pay: 89359.0 Gender: Female, Age: 27, Education: Masters, Seniority: 2, Average Pay: 60009.0 Gender: Female, Age: 27, Education: PhD, Seniority: 1, Average Pay: 74590.0 Gender: Female, Age: 27, Education: PhD, Seniority: 3, Average Pay: 83691.0 Gender: Female, Age: 28, Education: College, Seniority: 5, Average Pay: 121218.0 Gender: Female, Age: 28, Education: High School, Seniority: 1, Average Pay: 58320.0 Gender: Female, Age: 28, Education: High School, Seniority: 4, Average Pay: 109291.0 Gender: Female, Age: 28, Education: Masters, Seniority: 1, Average Pay: 70000.0 Gender: Female, Age: 28, Education: Masters, Seniority: 5, Average Pay: 78124.0 Gender: Female, Age: 28, Education: PhD, Seniority: 3, Average Pay: 96981.0 Gender: Female, Age: 28, Education: PhD, Seniority: 4, Average Pay: 112146.0 Gender: Female, Age: 28, Education: PhD, Seniority: 5, Average Pay: 110978.0 Gender: Female, Age: 29, Education: College, Seniority: 1, Average Pay: 67397.0 Gender: Female, Age: 29, Education: High School, Seniority: 3, Average Pay: 82631.5 Gender: Female, Age: 29, Education: High School, Seniority: 4, Average Pay: 81071.0 Gender: Female, Age: 29, Education: Masters, Seniority: 3, Average Pay: 80651.0 Gender: Female, Age: 29, Education: Masters, Seniority: 4, Average Pay: 96506.0 Gender: Female, Age: 29, Education: Masters, Seniority: 5, Average Pay: 98640.0 Gender: Female, Age: 29, Education: PhD, Seniority: 2, Average Pay: 63240.0 Gender: Female, Age: 30, Education: College, Seniority: 5, Average Pay: 101905.0 Gender: Female, Age: 30, Education: High School, Seniority: 2, Average Pay: 47661.0 Gender: Female, Age: 30, Education: High School, Seniority: 4, Average Pay: 98562.0 Gender: Female, Age: 30, Education: High School, Seniority: 5, Average Pay: 119421.0 Gender: Female, Age: 30, Education: Masters, Seniority: 1, Average Pay: 44013.0 Gender: Female, Age: 30, Education: Masters, Seniority: 2, Average Pay: 89182.0 Gender: Female, Age: 30, Education: Masters, Seniority: 5, Average Pay: 109529.0 Gender: Female, Age: 31, Education: College, Seniority: 1, Average Pay: 62149.0 Gender: Female, Age: 31, Education: College, Seniority: 2, Average Pay: 90201.0 Gender: Female, Age: 31, Education: High School, Seniority: 2, Average Pay: 67765.5 Gender: Female, Age: 31, Education: High School, Seniority: 3, Average Pay: 71240.0 Gender: Female, Age: 31, Education: Masters, Seniority: 2, Average Pay: 63685.0 Gender: Female, Age: 31, Education: PhD, Seniority: 5, Average Pay: 111478.0 Gender: Female, Age: 32, Education: College, Seniority: 3, Average Pay: 78442.0 Gender: Female, Age: 32, Education: College, Seniority: 4, Average Pay: 87635.0 Gender: Female, Age: 32, Education: High School, Seniority: 1, Average Pay: 64613.0 Gender: Female, Age: 32, Education: High School, Seniority: 4, Average Pay: 88730.0 Gender: Female, Age: 32, Education: PhD, Seniority: 1, Average Pay: 81306.0 Gender: Female, Age: 32, Education: PhD, Seniority: 2, Average Pay: 107661.0 Gender: Female, Age: 33, Education: College, Seniority: 1, Average Pay: 80022.0 Gender: Female, Age: 33, Education: College, Seniority: 4, Average Pay: 93947.5 Gender: Female, Age: 33, Education: High School, Seniority: 1, Average Pay: 62904.0 Gender: Female, Age: 33, Education: High School, Seniority: 2, Average Pay: 55033.0 Gender: Female, Age: 33, Education: High School, Seniority: 3, Average Pay: 85103.5 Gender: Female, Age: 33, Education: High School, Seniority: 4, Average Pay: 84837.0 Gender: Female, Age: 33, Education: High School, Seniority: 5, Average Pay: 104453.0 Gender: Female, Age: 33, Education: Masters, Seniority: 2, Average Pay: 99069.0 Gender: Female, Age: 33, Education: PhD, Seniority: 1, Average Pay: 56144.0 Gender: Female, Age: 34, Education: College, Seniority: 1, Average Pay: 59645.5 Gender: Female, Age: 34, Education: College, Seniority: 2, Average Pay: 43358.0 Gender: Female, Age: 34, Education: College, Seniority: 4, Average Pay: 105294.0 Gender: Female, Age: 34, Education: High School, Seniority: 1, Average Pay: 63911.0 Gender: Female, Age: 34, Education: High School, Seniority: 3, Average Pay: 72872.0 Gender: Female, Age: 34, Education: High School, Seniority: 4, Average Pay: 115779.0 Gender: Female, Age: 34, Education: High School, Seniority: 5, Average Pay: 100368.33333333333 Gender: Female, Age: 34, Education: Masters, Seniority: 1, Average Pay: 60461.0 Gender: Female, Age: 34, Education: Masters, Seniority: 2, Average Pay: 113817.0 Gender: Female, Age: 34, Education: PhD, Seniority: 1, Average Pay: 89556.0 Gender: Female, Age: 34, Education: PhD, Seniority: 3, Average Pay: 81177.0 Gender: Female, Age: 34, Education: PhD, Seniority: 5, Average Pay: 121179.0 Gender: Female, Age: 35, Education: College, Seniority: 1, Average Pay: 81069.0 Gender: Female, Age: 35, Education: College, Seniority: 4, Average Pay: 93487.0 Gender: Female, Age: 35, Education: College, Seniority: 5, Average Pay: 116465.0 Gender: Female, Age: 35, Education: High School, Seniority: 5, Average Pay: 105001.0 Gender: Female, Age: 35, Education: Masters, Seniority: 2, Average Pay: 70667.0 Gender: Female, Age: 35, Education: PhD, Seniority: 1, Average Pay: 92049.0 Gender: Female, Age: 35, Education: PhD, Seniority: 4, Average Pay: 105329.0 Gender: Female, Age: 35, Education: PhD, Seniority: 5, Average Pay: 106940.0 Gender: Female, Age: 36, Education: College, Seniority: 2, Average Pay: 71927.0 Gender: Female, Age: 36, Education: College, Seniority: 3, Average Pay: 83172.0 Gender: Female, Age: 36, Education: High School, Seniority: 3, Average Pay: 83645.0 Gender: Female, Age: 36, Education: High School, Seniority: 5, Average Pay: 113835.5 Gender: Female, Age: 36, Education: Masters, Seniority: 3, Average Pay: 92268.33333333333 Gender: Female, Age: 36, Education: PhD, Seniority: 1, Average Pay: 82838.0 Gender: Female, Age: 36, Education: PhD, Seniority: 3, Average Pay: 86154.5 Gender: Female, Age: 37, Education: College, Seniority: 4, Average Pay: 98933.0 Gender: Female, Age: 37, Education: College, Seniority: 5, Average Pay: 105044.0 Gender: Female, Age: 37, Education: High School, Seniority: 2, Average Pay: 62570.0 Gender: Female, Age: 37, Education: High School, Seniority: 5, Average Pay: 100732.0 Gender: Female, Age: 37, Education: Masters, Seniority: 2, Average Pay: 89794.5 Gender: Female, Age: 37, Education: Masters, Seniority: 3, Average Pay: 109559.0 Gender: Female, Age: 37, Education: PhD, Seniority: 3, Average Pay: 93603.0 Gender: Female, Age: 38, Education: College, Seniority: 5, Average Pay: 112233.5 Gender: Female, Age: 38, Education: High School, Seniority: 2, Average Pay: 82935.0 Gender: Female, Age: 38, Education: High School, Seniority: 4, Average Pay: 114768.0 Gender: Female, Age: 38, Education: High School, Seniority: 5, Average Pay: 77536.0 Gender: Female, Age: 38, Education: Masters, Seniority: 2, Average Pay: 84305.0 Gender: Female, Age: 38, Education: Masters, Seniority: 5, Average Pay: 137135.0 Gender: Female, Age: 38, Education: PhD, Seniority: 1, Average Pay: 57109.0 Gender: Female, Age: 38, Education: PhD, Seniority: 2, Average Pay: 80930.0 Gender: Female, Age: 39, Education: College, Seniority: 1, Average Pay: 84051.0 Gender: Female, Age: 39, Education: College, Seniority: 2, Average Pay: 87382.0 Gender: Female, Age: 39, Education: College, Seniority: 5, Average Pay: 112552.0 Gender: Female, Age: 39, Education: Masters, Seniority: 3, Average Pay: 98486.0 Gender: Female, Age: 39, Education: PhD, Seniority: 2, Average Pay: 83303.0 Gender: Female, Age: 39, Education: PhD, Seniority: 3, Average Pay: 99405.0 Gender: Female, Age: 39, Education: PhD, Seniority: 5, Average Pay: 128384.0 Gender: Female, Age: 40, Education: College, Seniority: 1, Average Pay: 62461.0 Gender: Female, Age: 40, Education: Masters, Seniority: 3, Average Pay: 70096.0 Gender: Female, Age: 40, Education: Masters, Seniority: 4, Average Pay: 104286.0 Gender: Female, Age: 40, Education: Masters, Seniority: 5, Average Pay: 103479.0 Gender: Female, Age: 41, Education: College, Seniority: 1, Average Pay: 66005.0 Gender: Female, Age: 41, Education: College, Seniority: 2, Average Pay: 92017.0 Gender: Female, Age: 41, Education: College, Seniority: 3, Average Pay: 90873.0 Gender: Female, Age: 41, Education: High School, Seniority: 2, Average Pay: 44030.0 Gender: Female, Age: 41, Education: High School, Seniority: 3, Average Pay: 108635.0 Gender: Female, Age: 41, Education: Masters, Seniority: 1, Average Pay: 82118.0 Gender: Female, Age: 41, Education: Masters, Seniority: 3, Average Pay: 97867.0 Gender: Female, Age: 41, Education: PhD, Seniority: 1, Average Pay: 107221.5 Gender: Female, Age: 41, Education: PhD, Seniority: 2, Average Pay: 104764.0 Gender: Female, Age: 41, Education: PhD, Seniority: 3, Average Pay: 95954.0 Gender: Female, Age: 41, Education: PhD, Seniority: 5, Average Pay: 112862.0 Gender: Female, Age: 42, Education: College, Seniority: 2, Average Pay: 92449.0 Gender: Female, Age: 42, Education: College, Seniority: 5, Average Pay: 107717.5 Gender: Female, Age: 42, Education: High School, Seniority: 2, Average Pay: 99893.5 Gender: Female, Age: 42, Education: Masters, Seniority: 1, Average Pay: 96636.0 Gender: Female, Age: 42, Education: Masters, Seniority: 4, Average Pay: 115762.0 Gender: Female, Age: 42, Education: Masters, Seniority: 5, Average Pay: 125182.0 Gender: Female, Age: 42, Education: PhD, Seniority: 5, Average Pay: 131262.0 Gender: Female, Age: 43, Education: College, Seniority: 5, Average Pay: 122501.0 Gender: Female, Age: 43, Education: High School, Seniority: 5, Average Pay: 122269.0 Gender: Female, Age: 43, Education: Masters, Seniority: 4, Average Pay: 101406.0 Gender: Female, Age: 43, Education: PhD, Seniority: 1, Average Pay: 84957.0 Gender: Female, Age: 43, Education: PhD, Seniority: 3, Average Pay: 118860.5 Gender: Female, Age: 43, Education: PhD, Seniority: 5, Average Pay: 136681.0 Gender: Female, Age: 44, Education: College, Seniority: 3, Average Pay: 94004.0 Gender: Female, Age: 44, Education: High School, Seniority: 1, Average Pay: 75423.5 Gender: Female, Age: 44, Education: High School, Seniority: 3, Average Pay: 91014.5 Gender: Female, Age: 44, Education: High School, Seniority: 4, Average Pay: 107929.0 Gender: Female, Age: 44, Education: High School, Seniority: 5, Average Pay: 134495.0 Gender: Female, Age: 44, Education: Masters, Seniority: 2, Average Pay: 75882.0 Gender: Female, Age: 44, Education: PhD, Seniority: 2, Average Pay: 72440.0 Gender: Female, Age: 44, Education: PhD, Seniority: 5, Average Pay: 137946.0 Gender: Female, Age: 45, Education: College, Seniority: 2, Average Pay: 74327.5 Gender: Female, Age: 45, Education: College, Seniority: 4, Average Pay: 91843.0 Gender: Female, Age: 45, Education: High School, Seniority: 2, Average Pay: 64882.0 Gender: Female, Age: 45, Education: High School, Seniority: 3, Average Pay: 80593.0 Gender: Female, Age: 45, Education: High School, Seniority: 5, Average Pay: 139182.0 Gender: Female, Age: 45, Education: Masters, Seniority: 3, Average Pay: 81431.0 Gender: Female, Age: 45, Education: Masters, Seniority: 5, Average Pay: 131857.5 Gender: Female, Age: 45, Education: PhD, Seniority: 3, Average Pay: 83942.0 Gender: Female, Age: 45, Education: PhD, Seniority: 4, Average Pay: 118687.0 Gender: Female, Age: 45, Education: PhD, Seniority: 5, Average Pay: 123391.0 Gender: Female, Age: 46, Education: College, Seniority: 1, Average Pay: 57936.0 Gender: Female, Age: 46, Education: College, Seniority: 3, Average Pay: 102856.5 Gender: Female, Age: 46, Education: College, Seniority: 4, Average Pay: 124502.0 Gender: Female, Age: 46, Education: High School, Seniority: 3, Average Pay: 105633.0 Gender: Female, Age: 46, Education: Masters, Seniority: 2, Average Pay: 88379.0 Gender: Female, Age: 46, Education: PhD, Seniority: 2, Average Pay: 76374.0 Gender: Female, Age: 46, Education: PhD, Seniority: 3, Average Pay: 110554.0 Gender: Female, Age: 47, Education: College, Seniority: 2, Average Pay: 88216.75 Gender: Female, Age: 47, Education: College, Seniority: 4, Average Pay: 111773.0 Gender: Female, Age: 47, Education: High School, Seniority: 3, Average Pay: 110875.0 Gender: Female, Age: 47, Education: High School, Seniority: 5, Average Pay: 134337.5 Gender: Female, Age: 47, Education: Masters, Seniority: 2, Average Pay: 83177.0 Gender: Female, Age: 47, Education: PhD, Seniority: 3, Average Pay: 106183.5 Gender: Female, Age: 47, Education: PhD, Seniority: 4, Average Pay: 121263.0 Gender: Female, Age: 48, Education: College, Seniority: 3, Average Pay: 85094.0 Gender: Female, Age: 48, Education: College, Seniority: 4, Average Pay: 114733.5 Gender: Female, Age: 48, Education: College, Seniority: 5, Average Pay: 111845.66666666667 Gender: Female, Age: 48, Education: High School, Seniority: 1, Average Pay: 67418.0 Gender: Female, Age: 48, Education: High School, Seniority: 4, Average Pay: 90750.0 Gender: Female, Age: 48, Education: High School, Seniority: 5, Average Pay: 117311.0 Gender: Female, Age: 48, Education: Masters, Seniority: 1, Average Pay: 107794.0 Gender: Female, Age: 48, Education: Masters, Seniority: 5, Average Pay: 136686.0 Gender: Female, Age: 48, Education: PhD, Seniority: 3, Average Pay: 97009.0 Gender: Female, Age: 49, Education: College, Seniority: 1, Average Pay: 88900.0 Gender: Female, Age: 49, Education: College, Seniority: 3, Average Pay: 98343.5 Gender: Female, Age: 49, Education: College, Seniority: 4, Average Pay: 121456.0 Gender: Female, Age: 49, Education: High School, Seniority: 2, Average Pay: 104592.0 Gender: Female, Age: 49, Education: High School, Seniority: 4, Average Pay: 99929.0 Gender: Female, Age: 49, Education: Masters, Seniority: 3, Average Pay: 83468.0 Gender: Female, Age: 49, Education: Masters, Seniority: 4, Average Pay: 133770.0 Gender: Female, Age: 49, Education: PhD, Seniority: 1, Average Pay: 70167.0 Gender: Female, Age: 49, Education: PhD, Seniority: 2, Average Pay: 102584.0 Gender: Female, Age: 49, Education: PhD, Seniority: 4, Average Pay: 127902.0 Gender: Female, Age: 49, Education: PhD, Seniority: 5, Average Pay: 111910.0 Gender: Female, Age: 50, Education: College, Seniority: 2, Average Pay: 97023.0 Gender: Female, Age: 50, Education: High School, Seniority: 1, Average Pay: 77840.0 Gender: Female, Age: 50, Education: High School, Seniority: 2, Average Pay: 92417.0 Gender: Female, Age: 50, Education: Masters, Seniority: 1, Average Pay: 81276.0 Gender: Female, Age: 50, Education: Masters, Seniority: 3, Average Pay: 110171.0 Gender: Female, Age: 50, Education: Masters, Seniority: 5, Average Pay: 108624.0 Gender: Female, Age: 50, Education: PhD, Seniority: 1, Average Pay: 89835.0 Gender: Female, Age: 50, Education: PhD, Seniority: 2, Average Pay: 99917.0 Gender: Female, Age: 51, Education: College, Seniority: 1, Average Pay: 80112.0 Gender: Female, Age: 51, Education: College, Seniority: 3, Average Pay: 116843.0 Gender: Female, Age: 51, Education: High School, Seniority: 2, Average Pay: 83690.0 Gender: Female, Age: 51, Education: High School, Seniority: 3, Average Pay: 105775.5 Gender: Female, Age: 51, Education: High School, Seniority: 5, Average Pay: 129208.0 Gender: Female, Age: 51, Education: Masters, Seniority: 1, Average Pay: 81204.0 Gender: Female, Age: 51, Education: PhD, Seniority: 2, Average Pay: 101325.0 Gender: Female, Age: 51, Education: PhD, Seniority: 5, Average Pay: 144110.0 Gender: Female, Age: 52, Education: College, Seniority: 1, Average Pay: 73596.0 Gender: Female, Age: 52, Education: College, Seniority: 2, Average Pay: 85416.0 Gender: Female, Age: 52, Education: High School, Seniority: 1, Average Pay: 85009.0 Gender: Female, Age: 52, Education: High School, Seniority: 2, Average Pay: 107239.0 Gender: Female, Age: 52, Education: High School, Seniority: 3, Average Pay: 99274.5 Gender: Female, Age: 52, Education: Masters, Seniority: 2, Average Pay: 91336.0 Gender: Female, Age: 52, Education: PhD, Seniority: 3, Average Pay: 101584.0 Gender: Female, Age: 53, Education: College, Seniority: 1, Average Pay: 73373.0 Gender: Female, Age: 53, Education: College, Seniority: 5, Average Pay: 136772.0 Gender: Female, Age: 53, Education: High School, Seniority: 1, Average Pay: 98725.0 Gender: Female, Age: 53, Education: High School, Seniority: 2, Average Pay: 114932.0 Gender: Female, Age: 53, Education: High School, Seniority: 3, Average Pay: 137199.0 Gender: Female, Age: 53, Education: Masters, Seniority: 1, Average Pay: 69773.0 Gender: Female, Age: 53, Education: Masters, Seniority: 2, Average Pay: 89173.0 Gender: Female, Age: 53, Education: Masters, Seniority: 4, Average Pay: 116726.0 Gender: Female, Age: 53, Education: Masters, Seniority: 5, Average Pay: 139524.0 Gender: Female, Age: 53, Education: PhD, Seniority: 2, Average Pay: 107025.0 Gender: Female, Age: 54, Education: College, Seniority: 2, Average Pay: 106482.5 Gender: Female, Age: 54, Education: High School, Seniority: 5, Average Pay: 116490.0 Gender: Female, Age: 54, Education: Masters, Seniority: 2, Average Pay: 93962.0 Gender: Female, Age: 54, Education: Masters, Seniority: 3, Average Pay: 101732.0 Gender: Female, Age: 54, Education: PhD, Seniority: 5, Average Pay: 119967.0 Gender: Female, Age: 55, Education: College, Seniority: 2, Average Pay: 74739.0 Gender: Female, Age: 55, Education: College, Seniority: 3, Average Pay: 115915.0 Gender: Female, Age: 55, Education: College, Seniority: 5, Average Pay: 125307.0 Gender: Female, Age: 55, Education: High School, Seniority: 1, Average Pay: 67393.0 Gender: Female, Age: 55, Education: High School, Seniority: 2, Average Pay: 77599.0 Gender: Female, Age: 55, Education: High School, Seniority: 3, Average Pay: 123099.5 Gender: Female, Age: 55, Education: Masters, Seniority: 1, Average Pay: 78479.0 Gender: Female, Age: 55, Education: Masters, Seniority: 4, Average Pay: 128969.0 Gender: Female, Age: 55, Education: Masters, Seniority: 5, Average Pay: 143724.0 Gender: Female, Age: 55, Education: PhD, Seniority: 1, Average Pay: 113474.0 Gender: Female, Age: 55, Education: PhD, Seniority: 2, Average Pay: 105523.0 Gender: Female, Age: 55, Education: PhD, Seniority: 3, Average Pay: 90588.0 Gender: Female, Age: 56, Education: College, Seniority: 4, Average Pay: 110766.0 Gender: Female, Age: 56, Education: College, Seniority: 5, Average Pay: 129789.0 Gender: Female, Age: 56, Education: High School, Seniority: 3, Average Pay: 93258.33333333333 Gender: Female, Age: 56, Education: High School, Seniority: 5, Average Pay: 112286.0 Gender: Female, Age: 56, Education: Masters, Seniority: 2, Average Pay: 107874.0 Gender: Female, Age: 56, Education: Masters, Seniority: 4, Average Pay: 103985.0 Gender: Female, Age: 56, Education: PhD, Seniority: 3, Average Pay: 108578.0 Gender: Female, Age: 57, Education: College, Seniority: 3, Average Pay: 103061.0 Gender: Female, Age: 57, Education: High School, Seniority: 1, Average Pay: 90357.33333333333 Gender: Female, Age: 57, Education: High School, Seniority: 3, Average Pay: 102048.0 Gender: Female, Age: 57, Education: High School, Seniority: 4, Average Pay: 122270.0 Gender: Female, Age: 57, Education: Masters, Seniority: 3, Average Pay: 120202.25 Gender: Female, Age: 57, Education: Masters, Seniority: 5, Average Pay: 138666.0 Gender: Female, Age: 57, Education: PhD, Seniority: 1, Average Pay: 97265.0 Gender: Female, Age: 57, Education: PhD, Seniority: 2, Average Pay: 106184.0 Gender: Female, Age: 58, Education: College, Seniority: 3, Average Pay: 90248.0 Gender: Female, Age: 58, Education: High School, Seniority: 1, Average Pay: 64198.0 Gender: Female, Age: 58, Education: High School, Seniority: 4, Average Pay: 127947.0 Gender: Female, Age: 58, Education: High School, Seniority: 5, Average Pay: 141177.5 Gender: Female, Age: 58, Education: Masters, Seniority: 4, Average Pay: 138293.0 Gender: Female, Age: 58, Education: Masters, Seniority: 5, Average Pay: 115809.0 Gender: Female, Age: 58, Education: PhD, Seniority: 1, Average Pay: 103060.0 Gender: Female, Age: 58, Education: PhD, Seniority: 2, Average Pay: 113004.0 Gender: Female, Age: 58, Education: PhD, Seniority: 3, Average Pay: 116596.0 Gender: Female, Age: 58, Education: PhD, Seniority: 4, Average Pay: 126180.0 Gender: Female, Age: 59, Education: College, Seniority: 1, Average Pay: 65394.0 Gender: Female, Age: 59, Education: College, Seniority: 2, Average Pay: 98940.0 Gender: Female, Age: 59, Education: College, Seniority: 3, Average Pay: 112668.0 Gender: Female, Age: 59, Education: College, Seniority: 4, Average Pay: 120171.0 Gender: Female, Age: 59, Education: High School, Seniority: 2, Average Pay: 139818.0 Gender: Female, Age: 59, Education: High School, Seniority: 3, Average Pay: 101838.0 Gender: Female, Age: 59, Education: Masters, Seniority: 3, Average Pay: 95748.0 Gender: Female, Age: 59, Education: PhD, Seniority: 3, Average Pay: 96165.0 Gender: Female, Age: 59, Education: PhD, Seniority: 4, Average Pay: 133783.0 Gender: Female, Age: 60, Education: College, Seniority: 4, Average Pay: 119672.0 Gender: Female, Age: 60, Education: Masters, Seniority: 2, Average Pay: 109125.0 Gender: Female, Age: 60, Education: PhD, Seniority: 3, Average Pay: 143093.5 Gender: Female, Age: 60, Education: PhD, Seniority: 5, Average Pay: 135111.0 Gender: Female, Age: 61, Education: College, Seniority: 1, Average Pay: 101057.0 Gender: Female, Age: 61, Education: College, Seniority: 4, Average Pay: 115824.5 Gender: Female, Age: 61, Education: High School, Seniority: 1, Average Pay: 65914.0 Gender: Female, Age: 61, Education: High School, Seniority: 2, Average Pay: 86961.0 Gender: Female, Age: 61, Education: Masters, Seniority: 1, Average Pay: 94348.0 Gender: Female, Age: 61, Education: Masters, Seniority: 2, Average Pay: 104757.0 Gender: Female, Age: 61, Education: Masters, Seniority: 3, Average Pay: 124894.0 Gender: Female, Age: 61, Education: Masters, Seniority: 4, Average Pay: 142024.0 Gender: Female, Age: 61, Education: PhD, Seniority: 2, Average Pay: 111266.0 Gender: Female, Age: 61, Education: PhD, Seniority: 4, Average Pay: 137874.5 Gender: Female, Age: 62, Education: College, Seniority: 1, Average Pay: 82108.0 Gender: Female, Age: 62, Education: College, Seniority: 2, Average Pay: 103520.0 Gender: Female, Age: 62, Education: College, Seniority: 3, Average Pay: 117656.0 Gender: Female, Age: 62, Education: College, Seniority: 4, Average Pay: 132402.0 Gender: Female, Age: 62, Education: High School, Seniority: 3, Average Pay: 103766.0 Gender: Female, Age: 62, Education: Masters, Seniority: 2, Average Pay: 83172.0 Gender: Female, Age: 62, Education: Masters, Seniority: 3, Average Pay: 152243.0 Gender: Female, Age: 62, Education: Masters, Seniority: 4, Average Pay: 163011.0 Gender: Female, Age: 62, Education: PhD, Seniority: 1, Average Pay: 95194.0 Gender: Female, Age: 62, Education: PhD, Seniority: 2, Average Pay: 107301.0 Gender: Female, Age: 62, Education: PhD, Seniority: 5, Average Pay: 128695.0 Gender: Female, Age: 63, Education: College, Seniority: 2, Average Pay: 93240.5 Gender: Female, Age: 63, Education: College, Seniority: 4, Average Pay: 110738.0 Gender: Female, Age: 63, Education: College, Seniority: 5, Average Pay: 134166.0 Gender: Female, Age: 63, Education: High School, Seniority: 1, Average Pay: 108934.0 Gender: Female, Age: 63, Education: High School, Seniority: 2, Average Pay: 113812.0 Gender: Female, Age: 63, Education: High School, Seniority: 5, Average Pay: 119980.0 Gender: Female, Age: 63, Education: Masters, Seniority: 1, Average Pay: 103036.0 Gender: Female, Age: 63, Education: Masters, Seniority: 4, Average Pay: 118642.0 Gender: Female, Age: 63, Education: PhD, Seniority: 3, Average Pay: 135275.0 Gender: Female, Age: 64, Education: College, Seniority: 5, Average Pay: 108502.5 Gender: Female, Age: 64, Education: High School, Seniority: 1, Average Pay: 91002.0 Gender: Female, Age: 64, Education: PhD, Seniority: 2, Average Pay: 95498.0 Gender: Female, Age: 64, Education: PhD, Seniority: 5, Average Pay: 136316.0 Gender: Female, Age: 65, Education: High School, Seniority: 2, Average Pay: 99310.0 Gender: Female, Age: 65, Education: High School, Seniority: 3, Average Pay: 103985.0 Gender: Female, Age: 65, Education: High School, Seniority: 4, Average Pay: 138001.0 Gender: Female, Age: 65, Education: Masters, Seniority: 1, Average Pay: 95829.5 Gender: Female, Age: 65, Education: Masters, Seniority: 4, Average Pay: 129159.0 Gender: Female, Age: 65, Education: Masters, Seniority: 5, Average Pay: 111933.0 Gender: Female, Age: 65, Education: PhD, Seniority: 2, Average Pay: 124317.0 Gender: Female, Age: 65, Education: PhD, Seniority: 3, Average Pay: 128177.0 Gender: Female, Age: 65, Education: PhD, Seniority: 5, Average Pay: 146719.0 Gender: Male, Age: 18, Education: College, Seniority: 3, Average Pay: 90300.0 Gender: Male, Age: 18, Education: College, Seniority: 5, Average Pay: 93041.0 Gender: Male, Age: 18, Education: High School, Seniority: 1, Average Pay: 58055.5 Gender: Male, Age: 18, Education: High School, Seniority: 2, Average Pay: 64594.0 Gender: Male, Age: 18, Education: High School, Seniority: 4, Average Pay: 86968.5 Gender: Male, Age: 18, Education: Masters, Seniority: 2, Average Pay: 95867.0 Gender: Male, Age: 18, Education: Masters, Seniority: 3, Average Pay: 65063.0 Gender: Male, Age: 18, Education: Masters, Seniority: 4, Average Pay: 88390.0 Gender: Male, Age: 18, Education: Masters, Seniority: 5, Average Pay: 110237.5 Gender: Male, Age: 18, Education: PhD, Seniority: 1, Average Pay: 63868.0 Gender: Male, Age: 18, Education: PhD, Seniority: 3, Average Pay: 64725.0 Gender: Male, Age: 18, Education: PhD, Seniority: 4, Average Pay: 88311.5 Gender: Male, Age: 18, Education: PhD, Seniority: 5, Average Pay: 107763.0 Gender: Male, Age: 19, Education: College, Seniority: 3, Average Pay: 87448.0 Gender: Male, Age: 19, Education: College, Seniority: 4, Average Pay: 88009.0 Gender: Male, Age: 19, Education: High School, Seniority: 2, Average Pay: 68282.5 Gender: Male, Age: 19, Education: Masters, Seniority: 1, Average Pay: 69872.0 Gender: Male, Age: 19, Education: Masters, Seniority: 2, Average Pay: 69354.0 Gender: Male, Age: 19, Education: Masters, Seniority: 4, Average Pay: 109923.0 Gender: Male, Age: 19, Education: PhD, Seniority: 3, Average Pay: 89756.5 Gender: Male, Age: 19, Education: PhD, Seniority: 4, Average Pay: 102701.0 Gender: Male, Age: 19, Education: PhD, Seniority: 5, Average Pay: 107591.0 Gender: Male, Age: 20, Education: College, Seniority: 1, Average Pay: 44346.0 Gender: Male, Age: 20, Education: College, Seniority: 2, Average Pay: 115339.0 Gender: Male, Age: 20, Education: High School, Seniority: 2, Average Pay: 70814.33333333333 Gender: Male, Age: 20, Education: Masters, Seniority: 2, Average Pay: 76496.0 Gender: Male, Age: 20, Education: Masters, Seniority: 3, Average Pay: 106546.0 Gender: Male, Age: 20, Education: Masters, Seniority: 4, Average Pay: 118234.0 Gender: Male, Age: 20, Education: Masters, Seniority: 5, Average Pay: 105654.0 Gender: Male, Age: 20, Education: PhD, Seniority: 1, Average Pay: 55074.0 Gender: Male, Age: 20, Education: PhD, Seniority: 2, Average Pay: 82582.0 Gender: Male, Age: 20, Education: PhD, Seniority: 3, Average Pay: 86439.0 Gender: Male, Age: 20, Education: PhD, Seniority: 4, Average Pay: 109964.66666666667 Gender: Male, Age: 21, Education: College, Seniority: 2, Average Pay: 118548.0 Gender: Male, Age: 21, Education: College, Seniority: 5, Average Pay: 114928.33333333333 Gender: Male, Age: 21, Education: High School, Seniority: 2, Average Pay: 68264.5 Gender: Male, Age: 21, Education: High School, Seniority: 3, Average Pay: 112143.0 Gender: Male, Age: 21, Education: High School, Seniority: 4, Average Pay: 101454.0 Gender: Male, Age: 21, Education: High School, Seniority: 5, Average Pay: 99847.0 Gender: Male, Age: 21, Education: Masters, Seniority: 4, Average Pay: 80692.0 Gender: Male, Age: 21, Education: PhD, Seniority: 1, Average Pay: 58686.0 Gender: Male, Age: 21, Education: PhD, Seniority: 3, Average Pay: 96221.0 Gender: Male, Age: 21, Education: PhD, Seniority: 5, Average Pay: 142448.0 Gender: Male, Age: 22, Education: College, Seniority: 1, Average Pay: 71958.0 Gender: Male, Age: 22, Education: College, Seniority: 2, Average Pay: 109433.0 Gender: Male, Age: 22, Education: High School, Seniority: 1, Average Pay: 67089.0 Gender: Male, Age: 22, Education: High School, Seniority: 2, Average Pay: 58991.0 Gender: Male, Age: 22, Education: High School, Seniority: 3, Average Pay: 76618.0 Gender: Male, Age: 22, Education: High School, Seniority: 4, Average Pay: 75829.0 Gender: Male, Age: 22, Education: Masters, Seniority: 2, Average Pay: 66656.0 Gender: Male, Age: 22, Education: Masters, Seniority: 3, Average Pay: 91232.0 Gender: Male, Age: 22, Education: Masters, Seniority: 4, Average Pay: 96955.0 Gender: Male, Age: 22, Education: PhD, Seniority: 1, Average Pay: 48736.0 Gender: Male, Age: 22, Education: PhD, Seniority: 2, Average Pay: 76085.0 Gender: Male, Age: 23, Education: College, Seniority: 3, Average Pay: 117347.0 Gender: Male, Age: 23, Education: College, Seniority: 4, Average Pay: 89148.0 Gender: Male, Age: 23, Education: High School, Seniority: 1, Average Pay: 57952.0 Gender: Male, Age: 23, Education: High School, Seniority: 3, Average Pay: 91986.5 Gender: Male, Age: 23, Education: High School, Seniority: 4, Average Pay: 98382.0 Gender: Male, Age: 23, Education: Masters, Seniority: 1, Average Pay: 69995.0 Gender: Male, Age: 23, Education: Masters, Seniority: 3, Average Pay: 102316.66666666667 Gender: Male, Age: 23, Education: PhD, Seniority: 1, Average Pay: 86041.0 Gender: Male, Age: 23, Education: PhD, Seniority: 2, Average Pay: 84135.0 Gender: Male, Age: 23, Education: PhD, Seniority: 5, Average Pay: 96640.0 Gender: Male, Age: 24, Education: College, Seniority: 2, Average Pay: 66091.0 Gender: Male, Age: 24, Education: College, Seniority: 3, Average Pay: 73928.33333333333 Gender: Male, Age: 24, Education: High School, Seniority: 1, Average Pay: 75410.0 Gender: Male, Age: 24, Education: Masters, Seniority: 1, Average Pay: 82038.0 Gender: Male, Age: 24, Education: Masters, Seniority: 2, Average Pay: 68609.0 Gender: Male, Age: 24, Education: PhD, Seniority: 2, Average Pay: 56309.0 Gender: Male, Age: 24, Education: PhD, Seniority: 3, Average Pay: 88361.33333333333 Gender: Male, Age: 24, Education: PhD, Seniority: 5, Average Pay: 112473.0 Gender: Male, Age: 25, Education: College, Seniority: 1, Average Pay: 64678.666666666664 Gender: Male, Age: 25, Education: College, Seniority: 4, Average Pay: 72077.0 Gender: Male, Age: 25, Education: College, Seniority: 5, Average Pay: 142378.0 Gender: Male, Age: 25, Education: High School, Seniority: 4, Average Pay: 97031.5 Gender: Male, Age: 25, Education: Masters, Seniority: 1, Average Pay: 64457.0 Gender: Male, Age: 25, Education: Masters, Seniority: 5, Average Pay: 130317.0 Gender: Male, Age: 25, Education: PhD, Seniority: 5, Average Pay: 100321.0 Gender: Male, Age: 26, Education: College, Seniority: 2, Average Pay: 85266.0 Gender: Male, Age: 26, Education: College, Seniority: 4, Average Pay: 113926.0 Gender: Male, Age: 26, Education: High School, Seniority: 2, Average Pay: 75285.0 Gender: Male, Age: 26, Education: High School, Seniority: 3, Average Pay: 84583.5 Gender: Male, Age: 26, Education: High School, Seniority: 5, Average Pay: 86493.0 Gender: Male, Age: 26, Education: Masters, Seniority: 3, Average Pay: 94717.0 Gender: Male, Age: 26, Education: Masters, Seniority: 5, Average Pay: 108783.0 Gender: Male, Age: 26, Education: PhD, Seniority: 2, Average Pay: 76850.0 Gender: Male, Age: 27, Education: College, Seniority: 1, Average Pay: 61917.5 Gender: Male, Age: 27, Education: College, Seniority: 5, Average Pay: 110304.0 Gender: Male, Age: 27, Education: High School, Seniority: 1, Average Pay: 90146.0 Gender: Male, Age: 27, Education: High School, Seniority: 3, Average Pay: 61165.0 Gender: Male, Age: 27, Education: Masters, Seniority: 1, Average Pay: 73853.0 Gender: Male, Age: 27, Education: PhD, Seniority: 3, Average Pay: 98096.0 Gender: Male, Age: 27, Education: PhD, Seniority: 4, Average Pay: 105739.5 Gender: Male, Age: 28, Education: College, Seniority: 2, Average Pay: 111974.0 Gender: Male, Age: 28, Education: College, Seniority: 3, Average Pay: 94146.0 Gender: Male, Age: 28, Education: High School, Seniority: 2, Average Pay: 71560.5 Gender: Male, Age: 28, Education: High School, Seniority: 3, Average Pay: 72868.0 Gender: Male, Age: 28, Education: High School, Seniority: 5, Average Pay: 105111.0 Gender: Male, Age: 28, Education: Masters, Seniority: 3, Average Pay: 88644.0 Gender: Male, Age: 28, Education: Masters, Seniority: 5, Average Pay: 115649.5 Gender: Male, Age: 28, Education: PhD, Seniority: 1, Average Pay: 61620.0 Gender: Male, Age: 29, Education: High School, Seniority: 1, Average Pay: 85346.25 Gender: Male, Age: 29, Education: High School, Seniority: 3, Average Pay: 73575.0 Gender: Male, Age: 29, Education: High School, Seniority: 4, Average Pay: 97897.0 Gender: Male, Age: 29, Education: Masters, Seniority: 2, Average Pay: 84951.33333333333 Gender: Male, Age: 29, Education: Masters, Seniority: 3, Average Pay: 77854.0 Gender: Male, Age: 29, Education: Masters, Seniority: 5, Average Pay: 121061.0 Gender: Male, Age: 29, Education: PhD, Seniority: 2, Average Pay: 76546.0 Gender: Male, Age: 29, Education: PhD, Seniority: 5, Average Pay: 131463.5 Gender: Male, Age: 30, Education: College, Seniority: 2, Average Pay: 41030.0 Gender: Male, Age: 30, Education: College, Seniority: 3, Average Pay: 78949.0 Gender: Male, Age: 30, Education: College, Seniority: 4, Average Pay: 89515.0 Gender: Male, Age: 30, Education: College, Seniority: 5, Average Pay: 83350.0 Gender: Male, Age: 30, Education: High School, Seniority: 5, Average Pay: 141578.0 Gender: Male, Age: 30, Education: Masters, Seniority: 1, Average Pay: 89197.5 Gender: Male, Age: 30, Education: Masters, Seniority: 4, Average Pay: 77056.0 Gender: Male, Age: 30, Education: Masters, Seniority: 5, Average Pay: 121594.0 Gender: Male, Age: 30, Education: PhD, Seniority: 4, Average Pay: 131052.0 Gender: Male, Age: 31, Education: College, Seniority: 1, Average Pay: 73300.66666666667 Gender: Male, Age: 31, Education: College, Seniority: 4, Average Pay: 102259.0 Gender: Male, Age: 31, Education: High School, Seniority: 2, Average Pay: 73929.0 Gender: Male, Age: 31, Education: High School, Seniority: 3, Average Pay: 102022.0 Gender: Male, Age: 31, Education: High School, Seniority: 4, Average Pay: 68488.0 Gender: Male, Age: 31, Education: Masters, Seniority: 2, Average Pay: 96581.0 Gender: Male, Age: 31, Education: PhD, Seniority: 1, Average Pay: 81460.5 Gender: Male, Age: 31, Education: PhD, Seniority: 2, Average Pay: 107803.5 Gender: Male, Age: 31, Education: PhD, Seniority: 3, Average Pay: 88616.0 Gender: Male, Age: 32, Education: College, Seniority: 1, Average Pay: 75979.0 Gender: Male, Age: 32, Education: College, Seniority: 5, Average Pay: 133357.0 Gender: Male, Age: 32, Education: High School, Seniority: 4, Average Pay: 123920.0 Gender: Male, Age: 32, Education: Masters, Seniority: 2, Average Pay: 75745.0 Gender: Male, Age: 32, Education: Masters, Seniority: 3, Average Pay: 86167.0 Gender: Male, Age: 32, Education: Masters, Seniority: 5, Average Pay: 125809.0 Gender: Male, Age: 32, Education: PhD, Seniority: 3, Average Pay: 95824.0 Gender: Male, Age: 32, Education: PhD, Seniority: 4, Average Pay: 105300.0 Gender: Male, Age: 33, Education: College, Seniority: 1, Average Pay: 84236.0 Gender: Male, Age: 33, Education: College, Seniority: 3, Average Pay: 96182.0 Gender: Male, Age: 33, Education: College, Seniority: 5, Average Pay: 105985.0 Gender: Male, Age: 33, Education: High School, Seniority: 1, Average Pay: 63448.0 Gender: Male, Age: 33, Education: High School, Seniority: 2, Average Pay: 58835.0 Gender: Male, Age: 33, Education: Masters, Seniority: 1, Average Pay: 88576.66666666667 Gender: Male, Age: 33, Education: Masters, Seniority: 3, Average Pay: 92256.0 Gender: Male, Age: 33, Education: Masters, Seniority: 5, Average Pay: 109402.5 Gender: Male, Age: 33, Education: PhD, Seniority: 2, Average Pay: 77080.0 Gender: Male, Age: 34, Education: College, Seniority: 4, Average Pay: 97323.0 Gender: Male, Age: 34, Education: College, Seniority: 5, Average Pay: 97352.0 Gender: Male, Age: 34, Education: Masters, Seniority: 1, Average Pay: 50680.0 Gender: Male, Age: 34, Education: Masters, Seniority: 3, Average Pay: 96607.0 Gender: Male, Age: 34, Education: PhD, Seniority: 4, Average Pay: 114448.0 Gender: Male, Age: 35, Education: College, Seniority: 4, Average Pay: 100136.0 Gender: Male, Age: 35, Education: College, Seniority: 5, Average Pay: 105531.0 Gender: Male, Age: 35, Education: High School, Seniority: 2, Average Pay: 79092.0 Gender: Male, Age: 35, Education: High School, Seniority: 5, Average Pay: 97586.0 Gender: Male, Age: 35, Education: Masters, Seniority: 3, Average Pay: 117114.0 Gender: Male, Age: 35, Education: Masters, Seniority: 5, Average Pay: 113519.0 Gender: Male, Age: 35, Education: PhD, Seniority: 3, Average Pay: 98035.0 Gender: Male, Age: 35, Education: PhD, Seniority: 5, Average Pay: 106860.0 Gender: Male, Age: 36, Education: High School, Seniority: 1, Average Pay: 55337.0 Gender: Male, Age: 36, Education: High School, Seniority: 2, Average Pay: 119403.0 Gender: Male, Age: 36, Education: High School, Seniority: 4, Average Pay: 103187.0 Gender: Male, Age: 36, Education: High School, Seniority: 5, Average Pay: 113708.0 Gender: Male, Age: 36, Education: Masters, Seniority: 1, Average Pay: 89010.0 Gender: Male, Age: 36, Education: Masters, Seniority: 2, Average Pay: 86181.0 Gender: Male, Age: 36, Education: Masters, Seniority: 3, Average Pay: 139664.0 Gender: Male, Age: 36, Education: Masters, Seniority: 5, Average Pay: 140520.0 Gender: Male, Age: 36, Education: PhD, Seniority: 1, Average Pay: 98170.0 Gender: Male, Age: 36, Education: PhD, Seniority: 3, Average Pay: 108757.5 Gender: Male, Age: 36, Education: PhD, Seniority: 5, Average Pay: 117656.0 Gender: Male, Age: 37, Education: College, Seniority: 3, Average Pay: 78332.0 Gender: Male, Age: 37, Education: High School, Seniority: 1, Average Pay: 85057.0 Gender: Male, Age: 37, Education: High School, Seniority: 3, Average Pay: 91130.0 Gender: Male, Age: 37, Education: Masters, Seniority: 1, Average Pay: 107330.0 Gender: Male, Age: 37, Education: PhD, Seniority: 1, Average Pay: 106209.0 Gender: Male, Age: 37, Education: PhD, Seniority: 2, Average Pay: 82424.0 Gender: Male, Age: 37, Education: PhD, Seniority: 3, Average Pay: 119702.0 Gender: Male, Age: 38, Education: College, Seniority: 3, Average Pay: 90901.0 Gender: Male, Age: 38, Education: College, Seniority: 5, Average Pay: 116146.5 Gender: Male, Age: 38, Education: High School, Seniority: 2, Average Pay: 88768.0 Gender: Male, Age: 38, Education: Masters, Seniority: 1, Average Pay: 90308.0 Gender: Male, Age: 38, Education: Masters, Seniority: 3, Average Pay: 140172.0 Gender: Male, Age: 38, Education: PhD, Seniority: 4, Average Pay: 111944.0 Gender: Male, Age: 39, Education: College, Seniority: 1, Average Pay: 65347.0 Gender: Male, Age: 39, Education: College, Seniority: 4, Average Pay: 103432.0 Gender: Male, Age: 39, Education: High School, Seniority: 4, Average Pay: 107469.0 Gender: Male, Age: 39, Education: Masters, Seniority: 4, Average Pay: 122354.0 Gender: Male, Age: 39, Education: Masters, Seniority: 5, Average Pay: 112714.0 Gender: Male, Age: 39, Education: PhD, Seniority: 1, Average Pay: 99796.0 Gender: Male, Age: 39, Education: PhD, Seniority: 3, Average Pay: 90231.5 Gender: Male, Age: 40, Education: College, Seniority: 1, Average Pay: 76197.0 Gender: Male, Age: 40, Education: College, Seniority: 2, Average Pay: 104396.0 Gender: Male, Age: 40, Education: College, Seniority: 3, Average Pay: 83450.0 Gender: Male, Age: 40, Education: College, Seniority: 5, Average Pay: 117136.0 Gender: Male, Age: 40, Education: High School, Seniority: 2, Average Pay: 98834.5 Gender: Male, Age: 40, Education: High School, Seniority: 3, Average Pay: 89227.0 Gender: Male, Age: 40, Education: Masters, Seniority: 1, Average Pay: 124786.0 Gender: Male, Age: 40, Education: Masters, Seniority: 2, Average Pay: 91834.0 Gender: Male, Age: 40, Education: Masters, Seniority: 4, Average Pay: 111905.0 Gender: Male, Age: 40, Education: PhD, Seniority: 3, Average Pay: 94968.0 Gender: Male, Age: 40, Education: PhD, Seniority: 4, Average Pay: 121959.0 Gender: Male, Age: 40, Education: PhD, Seniority: 5, Average Pay: 122350.0 Gender: Male, Age: 41, Education: College, Seniority: 5, Average Pay: 104780.5 Gender: Male, Age: 41, Education: High School, Seniority: 5, Average Pay: 121537.0 Gender: Male, Age: 41, Education: Masters, Seniority: 2, Average Pay: 123506.0 Gender: Male, Age: 41, Education: Masters, Seniority: 3, Average Pay: 105386.0 Gender: Male, Age: 41, Education: Masters, Seniority: 4, Average Pay: 105809.0 Gender: Male, Age: 41, Education: PhD, Seniority: 1, Average Pay: 74452.0 Gender: Male, Age: 42, Education: College, Seniority: 1, Average Pay: 109124.0 Gender: Male, Age: 42, Education: College, Seniority: 3, Average Pay: 120871.0 Gender: Male, Age: 42, Education: College, Seniority: 4, Average Pay: 131358.0 Gender: Male, Age: 42, Education: Masters, Seniority: 5, Average Pay: 122097.5 Gender: Male, Age: 42, Education: PhD, Seniority: 3, Average Pay: 94774.0 Gender: Male, Age: 42, Education: PhD, Seniority: 4, Average Pay: 117715.0 Gender: Male, Age: 43, Education: College, Seniority: 1, Average Pay: 72003.0 Gender: Male, Age: 43, Education: College, Seniority: 4, Average Pay: 107605.0 Gender: Male, Age: 43, Education: PhD, Seniority: 2, Average Pay: 108006.5 Gender: Male, Age: 43, Education: PhD, Seniority: 4, Average Pay: 127241.66666666667 Gender: Male, Age: 43, Education: PhD, Seniority: 5, Average Pay: 109056.0 Gender: Male, Age: 44, Education: High School, Seniority: 1, Average Pay: 88528.0 Gender: Male, Age: 44, Education: High School, Seniority: 4, Average Pay: 100446.5 Gender: Male, Age: 44, Education: Masters, Seniority: 2, Average Pay: 109276.0 Gender: Male, Age: 44, Education: Masters, Seniority: 3, Average Pay: 121525.0 Gender: Male, Age: 44, Education: Masters, Seniority: 4, Average Pay: 128726.0 Gender: Male, Age: 44, Education: Masters, Seniority: 5, Average Pay: 113099.0 Gender: Male, Age: 44, Education: PhD, Seniority: 1, Average Pay: 72535.0 Gender: Male, Age: 45, Education: High School, Seniority: 1, Average Pay: 79296.0 Gender: Male, Age: 45, Education: High School, Seniority: 2, Average Pay: 87862.33333333333 Gender: Male, Age: 45, Education: High School, Seniority: 3, Average Pay: 132316.0 Gender: Male, Age: 45, Education: Masters, Seniority: 2, Average Pay: 102636.0 Gender: Male, Age: 45, Education: Masters, Seniority: 3, Average Pay: 107764.0 Gender: Male, Age: 45, Education: PhD, Seniority: 5, Average Pay: 130184.0 Gender: Male, Age: 46, Education: College, Seniority: 2, Average Pay: 100054.0 Gender: Male, Age: 46, Education: High School, Seniority: 4, Average Pay: 100608.33333333333 Gender: Male, Age: 46, Education: Masters, Seniority: 1, Average Pay: 114848.0 Gender: Male, Age: 46, Education: PhD, Seniority: 1, Average Pay: 85019.0 Gender: Male, Age: 47, Education: College, Seniority: 2, Average Pay: 72875.0 Gender: Male, Age: 47, Education: College, Seniority: 3, Average Pay: 99519.0 Gender: Male, Age: 47, Education: College, Seniority: 5, Average Pay: 114851.0 Gender: Male, Age: 47, Education: High School, Seniority: 1, Average Pay: 73317.0 Gender: Male, Age: 47, Education: Masters, Seniority: 3, Average Pay: 94565.0 Gender: Male, Age: 47, Education: Masters, Seniority: 4, Average Pay: 146212.5 Gender: Male, Age: 47, Education: PhD, Seniority: 1, Average Pay: 89097.0 Gender: Male, Age: 47, Education: PhD, Seniority: 3, Average Pay: 97297.0 Gender: Male, Age: 48, Education: College, Seniority: 1, Average Pay: 93124.0 Gender: Male, Age: 48, Education: College, Seniority: 5, Average Pay: 145780.0 Gender: Male, Age: 48, Education: High School, Seniority: 1, Average Pay: 95071.0 Gender: Male, Age: 48, Education: Masters, Seniority: 5, Average Pay: 120383.0 Gender: Male, Age: 48, Education: PhD, Seniority: 1, Average Pay: 110217.0 Gender: Male, Age: 48, Education: PhD, Seniority: 2, Average Pay: 78192.0 Gender: Male, Age: 48, Education: PhD, Seniority: 4, Average Pay: 157238.0 Gender: Male, Age: 49, Education: College, Seniority: 3, Average Pay: 100556.0 Gender: Male, Age: 49, Education: College, Seniority: 4, Average Pay: 115234.0 Gender: Male, Age: 49, Education: College, Seniority: 5, Average Pay: 111496.0 Gender: Male, Age: 49, Education: High School, Seniority: 3, Average Pay: 95858.0 Gender: Male, Age: 49, Education: High School, Seniority: 4, Average Pay: 109000.66666666667 Gender: Male, Age: 49, Education: Masters, Seniority: 1, Average Pay: 87737.0 Gender: Male, Age: 49, Education: Masters, Seniority: 2, Average Pay: 93379.5 Gender: Male, Age: 49, Education: Masters, Seniority: 5, Average Pay: 136521.0 Gender: Male, Age: 49, Education: PhD, Seniority: 4, Average Pay: 101201.0 Gender: Male, Age: 50, Education: College, Seniority: 3, Average Pay: 88376.0 Gender: Male, Age: 50, Education: Masters, Seniority: 1, Average Pay: 93367.0 Gender: Male, Age: 50, Education: Masters, Seniority: 3, Average Pay: 112211.5 Gender: Male, Age: 50, Education: Masters, Seniority: 5, Average Pay: 129924.0 Gender: Male, Age: 50, Education: PhD, Seniority: 1, Average Pay: 124172.0 Gender: Male, Age: 51, Education: College, Seniority: 2, Average Pay: 121881.0 Gender: Male, Age: 51, Education: High School, Seniority: 1, Average Pay: 100171.0 Gender: Male, Age: 51, Education: High School, Seniority: 2, Average Pay: 104773.0 Gender: Male, Age: 51, Education: High School, Seniority: 3, Average Pay: 91872.0 Gender: Male, Age: 51, Education: Masters, Seniority: 3, Average Pay: 137195.0 Gender: Male, Age: 51, Education: PhD, Seniority: 1, Average Pay: 66900.0 Gender: Male, Age: 51, Education: PhD, Seniority: 4, Average Pay: 118791.66666666667 Gender: Male, Age: 52, Education: College, Seniority: 5, Average Pay: 99206.0 Gender: Male, Age: 52, Education: High School, Seniority: 1, Average Pay: 111781.0 Gender: Male, Age: 52, Education: High School, Seniority: 2, Average Pay: 115080.0 Gender: Male, Age: 52, Education: Masters, Seniority: 1, Average Pay: 97374.0 Gender: Male, Age: 52, Education: Masters, Seniority: 5, Average Pay: 147482.0 Gender: Male, Age: 53, Education: College, Seniority: 1, Average Pay: 130060.0 Gender: Male, Age: 53, Education: College, Seniority: 2, Average Pay: 127628.0 Gender: Male, Age: 53, Education: College, Seniority: 4, Average Pay: 129719.0 Gender: Male, Age: 53, Education: High School, Seniority: 1, Average Pay: 94976.0 Gender: Male, Age: 53, Education: High School, Seniority: 2, Average Pay: 106253.0 Gender: Male, Age: 53, Education: High School, Seniority: 3, Average Pay: 112764.0 Gender: Male, Age: 53, Education: High School, Seniority: 4, Average Pay: 110717.0 Gender: Male, Age: 53, Education: Masters, Seniority: 3, Average Pay: 120345.0 Gender: Male, Age: 53, Education: Masters, Seniority: 5, Average Pay: 120324.5 Gender: Male, Age: 53, Education: PhD, Seniority: 2, Average Pay: 106933.0 Gender: Male, Age: 53, Education: PhD, Seniority: 3, Average Pay: 116881.0 Gender: Male, Age: 53, Education: PhD, Seniority: 5, Average Pay: 135836.5 Gender: Male, Age: 54, Education: College, Seniority: 2, Average Pay: 100394.0 Gender: Male, Age: 54, Education: College, Seniority: 3, Average Pay: 95710.0 Gender: Male, Age: 54, Education: High School, Seniority: 3, Average Pay: 105722.0 Gender: Male, Age: 54, Education: Masters, Seniority: 4, Average Pay: 123546.0 Gender: Male, Age: 54, Education: PhD, Seniority: 2, Average Pay: 122208.0 Gender: Male, Age: 54, Education: PhD, Seniority: 4, Average Pay: 126397.0 Gender: Male, Age: 55, Education: College, Seniority: 1, Average Pay: 89159.0 Gender: Male, Age: 55, Education: College, Seniority: 2, Average Pay: 95323.0 Gender: Male, Age: 55, Education: College, Seniority: 3, Average Pay: 115525.5 Gender: Male, Age: 55, Education: College, Seniority: 5, Average Pay: 147694.0 Gender: Male, Age: 55, Education: High School, Seniority: 1, Average Pay: 123257.0 Gender: Male, Age: 55, Education: High School, Seniority: 5, Average Pay: 167303.0 Gender: Male, Age: 55, Education: Masters, Seniority: 1, Average Pay: 91057.5 Gender: Male, Age: 55, Education: Masters, Seniority: 3, Average Pay: 100207.0 Gender: Male, Age: 55, Education: PhD, Seniority: 3, Average Pay: 126404.0 Gender: Male, Age: 56, Education: College, Seniority: 3, Average Pay: 115140.0 Gender: Male, Age: 56, Education: High School, Seniority: 1, Average Pay: 87672.5 Gender: Male, Age: 56, Education: High School, Seniority: 3, Average Pay: 107222.0 Gender: Male, Age: 56, Education: Masters, Seniority: 2, Average Pay: 91110.0 Gender: Male, Age: 56, Education: Masters, Seniority: 3, Average Pay: 103635.0 Gender: Male, Age: 56, Education: Masters, Seniority: 4, Average Pay: 137205.5 Gender: Male, Age: 56, Education: Masters, Seniority: 5, Average Pay: 109247.0 Gender: Male, Age: 56, Education: PhD, Seniority: 4, Average Pay: 156702.0 Gender: Male, Age: 56, Education: PhD, Seniority: 5, Average Pay: 148989.0 Gender: Male, Age: 57, Education: College, Seniority: 1, Average Pay: 75296.0 Gender: Male, Age: 57, Education: College, Seniority: 4, Average Pay: 141823.0 Gender: Male, Age: 57, Education: High School, Seniority: 3, Average Pay: 115117.0 Gender: Male, Age: 57, Education: Masters, Seniority: 2, Average Pay: 112544.0 Gender: Male, Age: 57, Education: Masters, Seniority: 3, Average Pay: 126034.5 Gender: Male, Age: 57, Education: Masters, Seniority: 4, Average Pay: 144824.5 Gender: Male, Age: 57, Education: PhD, Seniority: 5, Average Pay: 136668.0 Gender: Male, Age: 58, Education: College, Seniority: 4, Average Pay: 129075.25 Gender: Male, Age: 58, Education: College, Seniority: 5, Average Pay: 138272.0 Gender: Male, Age: 58, Education: High School, Seniority: 1, Average Pay: 93901.0 Gender: Male, Age: 58, Education: High School, Seniority: 3, Average Pay: 127356.0 Gender: Male, Age: 58, Education: High School, Seniority: 5, Average Pay: 143985.0 Gender: Male, Age: 58, Education: Masters, Seniority: 1, Average Pay: 99653.0 Gender: Male, Age: 58, Education: Masters, Seniority: 3, Average Pay: 111169.0 Gender: Male, Age: 58, Education: Masters, Seniority: 5, Average Pay: 161343.0 Gender: Male, Age: 58, Education: PhD, Seniority: 2, Average Pay: 136949.0 Gender: Male, Age: 58, Education: PhD, Seniority: 3, Average Pay: 126326.0 Gender: Male, Age: 58, Education: PhD, Seniority: 4, Average Pay: 184010.0 Gender: Male, Age: 58, Education: PhD, Seniority: 5, Average Pay: 128041.0 Gender: Male, Age: 59, Education: College, Seniority: 2, Average Pay: 133137.0 Gender: Male, Age: 59, Education: College, Seniority: 3, Average Pay: 132064.5 Gender: Male, Age: 59, Education: College, Seniority: 5, Average Pay: 163390.0 Gender: Male, Age: 59, Education: High School, Seniority: 4, Average Pay: 132085.0 Gender: Male, Age: 59, Education: Masters, Seniority: 1, Average Pay: 109726.0 Gender: Male, Age: 59, Education: Masters, Seniority: 2, Average Pay: 103591.0 Gender: Male, Age: 59, Education: Masters, Seniority: 4, Average Pay: 162935.0 Gender: Male, Age: 59, Education: PhD, Seniority: 1, Average Pay: 104609.66666666667 Gender: Male, Age: 59, Education: PhD, Seniority: 4, Average Pay: 139467.0 Gender: Male, Age: 59, Education: PhD, Seniority: 5, Average Pay: 183562.0 Gender: Male, Age: 60, Education: College, Seniority: 1, Average Pay: 135821.0 Gender: Male, Age: 60, Education: College, Seniority: 2, Average Pay: 154955.0 Gender: Male, Age: 60, Education: College, Seniority: 3, Average Pay: 140413.5 Gender: Male, Age: 60, Education: High School, Seniority: 2, Average Pay: 117493.0 Gender: Male, Age: 60, Education: High School, Seniority: 3, Average Pay: 110561.5 Gender: Male, Age: 60, Education: High School, Seniority: 4, Average Pay: 129660.0 Gender: Male, Age: 60, Education: Masters, Seniority: 1, Average Pay: 102652.0 Gender: Male, Age: 60, Education: Masters, Seniority: 5, Average Pay: 162262.0 Gender: Male, Age: 60, Education: PhD, Seniority: 2, Average Pay: 125352.0 Gender: Male, Age: 60, Education: PhD, Seniority: 4, Average Pay: 131513.0 Gender: Male, Age: 60, Education: PhD, Seniority: 5, Average Pay: 152071.0 Gender: Male, Age: 61, Education: College, Seniority: 1, Average Pay: 140906.0 Gender: Male, Age: 61, Education: High School, Seniority: 3, Average Pay: 112025.0 Gender: Male, Age: 61, Education: Masters, Seniority: 2, Average Pay: 112026.0 Gender: Male, Age: 61, Education: Masters, Seniority: 5, Average Pay: 125942.0 Gender: Male, Age: 61, Education: PhD, Seniority: 1, Average Pay: 110941.0 Gender: Male, Age: 61, Education: PhD, Seniority: 4, Average Pay: 133005.0 Gender: Male, Age: 62, Education: College, Seniority: 3, Average Pay: 117775.0 Gender: Male, Age: 62, Education: College, Seniority: 5, Average Pay: 165250.0 Gender: Male, Age: 62, Education: High School, Seniority: 2, Average Pay: 106277.0 Gender: Male, Age: 62, Education: High School, Seniority: 3, Average Pay: 128299.66666666667 Gender: Male, Age: 62, Education: Masters, Seniority: 1, Average Pay: 92258.0 Gender: Male, Age: 62, Education: Masters, Seniority: 2, Average Pay: 104416.0 Gender: Male, Age: 62, Education: Masters, Seniority: 4, Average Pay: 123206.0 Gender: Male, Age: 62, Education: PhD, Seniority: 1, Average Pay: 122413.0 Gender: Male, Age: 62, Education: PhD, Seniority: 2, Average Pay: 108749.0 Gender: Male, Age: 62, Education: PhD, Seniority: 3, Average Pay: 135309.0 Gender: Male, Age: 63, Education: College, Seniority: 2, Average Pay: 132198.0 Gender: Male, Age: 63, Education: High School, Seniority: 1, Average Pay: 93594.0 Gender: Male, Age: 63, Education: High School, Seniority: 2, Average Pay: 107597.0 Gender: Male, Age: 63, Education: High School, Seniority: 5, Average Pay: 148350.0 Gender: Male, Age: 63, Education: Masters, Seniority: 1, Average Pay: 136509.0 Gender: Male, Age: 63, Education: Masters, Seniority: 3, Average Pay: 140119.0 Gender: Male, Age: 63, Education: Masters, Seniority: 5, Average Pay: 142160.0 Gender: Male, Age: 63, Education: PhD, Seniority: 1, Average Pay: 113622.0 Gender: Male, Age: 63, Education: PhD, Seniority: 2, Average Pay: 140701.0 Gender: Male, Age: 63, Education: PhD, Seniority: 4, Average Pay: 135602.0 Gender: Male, Age: 64, Education: College, Seniority: 4, Average Pay: 128166.0 Gender: Male, Age: 64, Education: High School, Seniority: 2, Average Pay: 122199.0 Gender: Male, Age: 64, Education: High School, Seniority: 3, Average Pay: 120064.0 Gender: Male, Age: 64, Education: Masters, Seniority: 1, Average Pay: 103437.0 Gender: Male, Age: 64, Education: Masters, Seniority: 2, Average Pay: 116101.0 Gender: Male, Age: 64, Education: PhD, Seniority: 2, Average Pay: 116141.0 Gender: Male, Age: 64, Education: PhD, Seniority: 4, Average Pay: 143194.0 Gender: Male, Age: 64, Education: PhD, Seniority: 5, Average Pay: 153361.0 Gender: Male, Age: 65, Education: College, Seniority: 4, Average Pay: 130302.0 Gender: Male, Age: 65, Education: High School, Seniority: 1, Average Pay: 104067.5 Gender: Male, Age: 65, Education: High School, Seniority: 2, Average Pay: 118159.5 Gender: Male, Age: 65, Education: High School, Seniority: 5, Average Pay: 142377.5 Gender: Male, Age: 65, Education: Masters, Seniority: 1, Average Pay: 129369.5 Gender: Male, Age: 65, Education: Masters, Seniority: 2, Average Pay: 131977.0 Gender: Male, Age: 65, Education: Masters, Seniority: 5, Average Pay: 148495.5
In [40]:
# Create an iterator for grouping the data by gender, JobTitle, age, education, and pay
groups = pay_gap.groupby(['Gender', 'JobTitle', 'Age', 'Education', 'TotalPay'])
In [41]:
# Iterate over the groups and calculate the average pay for each group
for group, data in groups:
avg_pay = data['TotalPay'].mean()
print(f"Gender: {group[0]}, JobTitle:{group[1]}, Age: {group[2]}, Education: {group[3]}, Average Pay: {avg_pay}")
Gender: Female, JobTitle:Data Scientist, Age: 20, Education: High School, Average Pay: 47688.0 Gender: Female, JobTitle:Data Scientist, Age: 21, Education: PhD, Average Pay: 72633.0 Gender: Female, JobTitle:Data Scientist, Age: 21, Education: PhD, Average Pay: 80676.0 Gender: Female, JobTitle:Data Scientist, Age: 22, Education: High School, Average Pay: 84495.0 Gender: Female, JobTitle:Data Scientist, Age: 24, Education: College, Average Pay: 79728.0 Gender: Female, JobTitle:Data Scientist, Age: 27, Education: High School, Average Pay: 101877.0 Gender: Female, JobTitle:Data Scientist, Age: 29, Education: College, Average Pay: 67397.0 Gender: Female, JobTitle:Data Scientist, Age: 29, Education: High School, Average Pay: 81071.0 Gender: Female, JobTitle:Data Scientist, Age: 29, Education: High School, Average Pay: 93132.0 Gender: Female, JobTitle:Data Scientist, Age: 30, Education: College, Average Pay: 101905.0 Gender: Female, JobTitle:Data Scientist, Age: 31, Education: High School, Average Pay: 63953.0 Gender: Female, JobTitle:Data Scientist, Age: 32, Education: College, Average Pay: 87635.0 Gender: Female, JobTitle:Data Scientist, Age: 32, Education: PhD, Average Pay: 55150.0 Gender: Female, JobTitle:Data Scientist, Age: 33, Education: College, Average Pay: 80022.0 Gender: Female, JobTitle:Data Scientist, Age: 33, Education: High School, Average Pay: 78332.0 Gender: Female, JobTitle:Data Scientist, Age: 33, Education: High School, Average Pay: 84837.0 Gender: Female, JobTitle:Data Scientist, Age: 33, Education: Masters, Average Pay: 99069.0 Gender: Female, JobTitle:Data Scientist, Age: 34, Education: PhD, Average Pay: 89556.0 Gender: Female, JobTitle:Data Scientist, Age: 36, Education: High School, Average Pay: 83645.0 Gender: Female, JobTitle:Data Scientist, Age: 37, Education: College, Average Pay: 105044.0 Gender: Female, JobTitle:Data Scientist, Age: 37, Education: Masters, Average Pay: 106220.0 Gender: Female, JobTitle:Data Scientist, Age: 38, Education: Masters, Average Pay: 137135.0 Gender: Female, JobTitle:Data Scientist, Age: 39, Education: Masters, Average Pay: 98486.0 Gender: Female, JobTitle:Data Scientist, Age: 39, Education: PhD, Average Pay: 99405.0 Gender: Female, JobTitle:Data Scientist, Age: 40, Education: Masters, Average Pay: 105131.0 Gender: Female, JobTitle:Data Scientist, Age: 41, Education: PhD, Average Pay: 104764.0 Gender: Female, JobTitle:Data Scientist, Age: 43, Education: PhD, Average Pay: 111798.0 Gender: Female, JobTitle:Data Scientist, Age: 45, Education: Masters, Average Pay: 136138.0 Gender: Female, JobTitle:Data Scientist, Age: 45, Education: PhD, Average Pay: 123391.0 Gender: Female, JobTitle:Data Scientist, Age: 46, Education: College, Average Pay: 113658.0 Gender: Female, JobTitle:Data Scientist, Age: 48, Education: College, Average Pay: 85094.0 Gender: Female, JobTitle:Data Scientist, Age: 48, Education: Masters, Average Pay: 107794.0 Gender: Female, JobTitle:Data Scientist, Age: 49, Education: College, Average Pay: 79524.0 Gender: Female, JobTitle:Data Scientist, Age: 49, Education: College, Average Pay: 133071.0 Gender: Female, JobTitle:Data Scientist, Age: 51, Education: PhD, Average Pay: 144110.0 Gender: Female, JobTitle:Data Scientist, Age: 53, Education: Masters, Average Pay: 89173.0 Gender: Female, JobTitle:Data Scientist, Age: 53, Education: Masters, Average Pay: 142047.0 Gender: Female, JobTitle:Data Scientist, Age: 53, Education: PhD, Average Pay: 107025.0 Gender: Female, JobTitle:Data Scientist, Age: 55, Education: Masters, Average Pay: 128969.0 Gender: Female, JobTitle:Data Scientist, Age: 55, Education: Masters, Average Pay: 143724.0 Gender: Female, JobTitle:Data Scientist, Age: 55, Education: PhD, Average Pay: 113474.0 Gender: Female, JobTitle:Data Scientist, Age: 56, Education: College, Average Pay: 129789.0 Gender: Female, JobTitle:Data Scientist, Age: 57, Education: High School, Average Pay: 93964.0 Gender: Female, JobTitle:Data Scientist, Age: 57, Education: Masters, Average Pay: 119460.0 Gender: Female, JobTitle:Data Scientist, Age: 57, Education: PhD, Average Pay: 97265.0 Gender: Female, JobTitle:Data Scientist, Age: 57, Education: PhD, Average Pay: 117887.0 Gender: Female, JobTitle:Data Scientist, Age: 58, Education: High School, Average Pay: 144389.0 Gender: Female, JobTitle:Data Scientist, Age: 58, Education: PhD, Average Pay: 113004.0 Gender: Female, JobTitle:Data Scientist, Age: 58, Education: PhD, Average Pay: 126180.0 Gender: Female, JobTitle:Data Scientist, Age: 61, Education: Masters, Average Pay: 104757.0 Gender: Female, JobTitle:Data Scientist, Age: 63, Education: High School, Average Pay: 119980.0 Gender: Female, JobTitle:Data Scientist, Age: 64, Education: High School, Average Pay: 91002.0 Gender: Female, JobTitle:Data Scientist, Age: 65, Education: PhD, Average Pay: 124317.0 Gender: Female, JobTitle:Driver, Age: 18, Education: College, Average Pay: 72883.0 Gender: Female, JobTitle:Driver, Age: 18, Education: Masters, Average Pay: 51237.0 Gender: Female, JobTitle:Driver, Age: 18, Education: Masters, Average Pay: 78221.0 Gender: Female, JobTitle:Driver, Age: 19, Education: College, Average Pay: 84291.0 Gender: Female, JobTitle:Driver, Age: 19, Education: High School, Average Pay: 81532.0 Gender: Female, JobTitle:Driver, Age: 20, Education: College, Average Pay: 71830.0 Gender: Female, JobTitle:Driver, Age: 21, Education: College, Average Pay: 99424.0 Gender: Female, JobTitle:Driver, Age: 21, Education: Masters, Average Pay: 85757.0 Gender: Female, JobTitle:Driver, Age: 21, Education: PhD, Average Pay: 95892.0 Gender: Female, JobTitle:Driver, Age: 22, Education: High School, Average Pay: 64631.0 Gender: Female, JobTitle:Driver, Age: 24, Education: High School, Average Pay: 101424.0 Gender: Female, JobTitle:Driver, Age: 28, Education: High School, Average Pay: 71193.0 Gender: Female, JobTitle:Driver, Age: 31, Education: High School, Average Pay: 71578.0 Gender: Female, JobTitle:Driver, Age: 31, Education: Masters, Average Pay: 63685.0 Gender: Female, JobTitle:Driver, Age: 34, Education: High School, Average Pay: 72872.0 Gender: Female, JobTitle:Driver, Age: 35, Education: College, Average Pay: 81069.0 Gender: Female, JobTitle:Driver, Age: 36, Education: Masters, Average Pay: 93179.0 Gender: Female, JobTitle:Driver, Age: 37, Education: Masters, Average Pay: 73369.0 Gender: Female, JobTitle:Driver, Age: 38, Education: Masters, Average Pay: 84305.0 Gender: Female, JobTitle:Driver, Age: 39, Education: PhD, Average Pay: 83303.0 Gender: Female, JobTitle:Driver, Age: 41, Education: Masters, Average Pay: 82118.0 Gender: Female, JobTitle:Driver, Age: 42, Education: Masters, Average Pay: 115762.0 Gender: Female, JobTitle:Driver, Age: 42, Education: Masters, Average Pay: 125182.0 Gender: Female, JobTitle:Driver, Age: 45, Education: College, Average Pay: 70405.0 Gender: Female, JobTitle:Driver, Age: 45, Education: PhD, Average Pay: 83942.0 Gender: Female, JobTitle:Driver, Age: 47, Education: Masters, Average Pay: 83177.0 Gender: Female, JobTitle:Driver, Age: 50, Education: College, Average Pay: 97023.0 Gender: Female, JobTitle:Driver, Age: 50, Education: High School, Average Pay: 92417.0 Gender: Female, JobTitle:Driver, Age: 51, Education: College, Average Pay: 80112.0 Gender: Female, JobTitle:Driver, Age: 51, Education: PhD, Average Pay: 101325.0 Gender: Female, JobTitle:Driver, Age: 52, Education: College, Average Pay: 85416.0 Gender: Female, JobTitle:Driver, Age: 52, Education: High School, Average Pay: 85009.0 Gender: Female, JobTitle:Driver, Age: 54, Education: College, Average Pay: 95026.0 Gender: Female, JobTitle:Driver, Age: 55, Education: High School, Average Pay: 107737.0 Gender: Female, JobTitle:Driver, Age: 55, Education: PhD, Average Pay: 105523.0 Gender: Female, JobTitle:Driver, Age: 56, Education: PhD, Average Pay: 108578.0 Gender: Female, JobTitle:Driver, Age: 58, Education: High School, Average Pay: 137966.0 Gender: Female, JobTitle:Driver, Age: 60, Education: PhD, Average Pay: 117219.0 Gender: Female, JobTitle:Driver, Age: 61, Education: College, Average Pay: 112964.0 Gender: Female, JobTitle:Driver, Age: 61, Education: College, Average Pay: 118685.0 Gender: Female, JobTitle:Driver, Age: 61, Education: PhD, Average Pay: 111266.0 Gender: Female, JobTitle:Driver, Age: 61, Education: PhD, Average Pay: 137604.0 Gender: Female, JobTitle:Driver, Age: 62, Education: PhD, Average Pay: 95194.0 Gender: Female, JobTitle:Driver, Age: 63, Education: High School, Average Pay: 108934.0 Gender: Female, JobTitle:Driver, Age: 63, Education: Masters, Average Pay: 118642.0 Gender: Female, JobTitle:Driver, Age: 65, Education: PhD, Average Pay: 128177.0 Gender: Female, JobTitle:Financial Analyst, Age: 18, Education: High School, Average Pay: 73443.0 Gender: Female, JobTitle:Financial Analyst, Age: 19, Education: College, Average Pay: 92997.0 Gender: Female, JobTitle:Financial Analyst, Age: 20, Education: College, Average Pay: 81664.0 Gender: Female, JobTitle:Financial Analyst, Age: 20, Education: High School, Average Pay: 69376.0 Gender: Female, JobTitle:Financial Analyst, Age: 21, Education: Masters, Average Pay: 100625.0 Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: College, Average Pay: 108395.0 Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: High School, Average Pay: 83682.0 Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: PhD, Average Pay: 99190.0 Gender: Female, JobTitle:Financial Analyst, Age: 24, Education: High School, Average Pay: 85511.0 Gender: Female, JobTitle:Financial Analyst, Age: 26, Education: College, Average Pay: 55174.0 Gender: Female, JobTitle:Financial Analyst, Age: 27, Education: High School, Average Pay: 95119.0 Gender: Female, JobTitle:Financial Analyst, Age: 29, Education: Masters, Average Pay: 96506.0 Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: High School, Average Pay: 47661.0 Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: High School, Average Pay: 119421.0 Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: Masters, Average Pay: 123255.0 Gender: Female, JobTitle:Financial Analyst, Age: 32, Education: High School, Average Pay: 88730.0 Gender: Female, JobTitle:Financial Analyst, Age: 33, Education: PhD, Average Pay: 56144.0 Gender: Female, JobTitle:Financial Analyst, Age: 35, Education: Masters, Average Pay: 75211.0 Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: College, Average Pay: 71927.0 Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: High School, Average Pay: 128331.0 Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: Masters, Average Pay: 101131.0 Gender: Female, JobTitle:Financial Analyst, Age: 39, Education: College, Average Pay: 84051.0 Gender: Female, JobTitle:Financial Analyst, Age: 41, Education: PhD, Average Pay: 95954.0 Gender: Female, JobTitle:Financial Analyst, Age: 42, Education: College, Average Pay: 122402.0 Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: College, Average Pay: 122501.0 Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: High School, Average Pay: 122269.0 Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: PhD, Average Pay: 125923.0 Gender: Female, JobTitle:Financial Analyst, Age: 45, Education: Masters, Average Pay: 127577.0 Gender: Female, JobTitle:Financial Analyst, Age: 46, Education: College, Average Pay: 124502.0 Gender: Female, JobTitle:Financial Analyst, Age: 47, Education: College, Average Pay: 66955.0 Gender: Female, JobTitle:Financial Analyst, Age: 47, Education: High School, Average Pay: 155151.0 Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: College, Average Pay: 118541.0 Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: College, Average Pay: 123095.0 Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: Masters, Average Pay: 136686.0 Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: College, Average Pay: 96469.0 Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: Masters, Average Pay: 133770.0 Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: PhD, Average Pay: 70167.0 Gender: Female, JobTitle:Financial Analyst, Age: 50, Education: PhD, Average Pay: 99917.0 Gender: Female, JobTitle:Financial Analyst, Age: 52, Education: High School, Average Pay: 107239.0 Gender: Female, JobTitle:Financial Analyst, Age: 53, Education: High School, Average Pay: 98725.0 Gender: Female, JobTitle:Financial Analyst, Age: 54, Education: College, Average Pay: 117939.0 Gender: Female, JobTitle:Financial Analyst, Age: 54, Education: Masters, Average Pay: 93962.0 Gender: Female, JobTitle:Financial Analyst, Age: 58, Education: PhD, Average Pay: 103060.0 Gender: Female, JobTitle:Financial Analyst, Age: 61, Education: Masters, Average Pay: 142024.0 Gender: Female, JobTitle:Financial Analyst, Age: 62, Education: High School, Average Pay: 103766.0 Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: College, Average Pay: 101518.0 Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: Masters, Average Pay: 103036.0 Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: PhD, Average Pay: 135437.0 Gender: Female, JobTitle:Financial Analyst, Age: 65, Education: High School, Average Pay: 99310.0 Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: College, Average Pay: 47695.0 Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: College, Average Pay: 52301.0 Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: PhD, Average Pay: 87205.0 Gender: Female, JobTitle:Graphic Designer, Age: 20, Education: College, Average Pay: 78126.0 Gender: Female, JobTitle:Graphic Designer, Age: 20, Education: Masters, Average Pay: 60805.0 Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: College, Average Pay: 64504.0 Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: Masters, Average Pay: 105174.0 Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: Masters, Average Pay: 113602.0 Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: College, Average Pay: 81197.0 Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: Masters, Average Pay: 107253.0 Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: PhD, Average Pay: 84513.0 Gender: Female, JobTitle:Graphic Designer, Age: 27, Education: PhD, Average Pay: 74590.0 Gender: Female, JobTitle:Graphic Designer, Age: 31, Education: College, Average Pay: 90201.0 Gender: Female, JobTitle:Graphic Designer, Age: 33, Education: High School, Average Pay: 67435.0 Gender: Female, JobTitle:Graphic Designer, Age: 33, Education: High School, Average Pay: 122812.0 Gender: Female, JobTitle:Graphic Designer, Age: 34, Education: College, Average Pay: 105294.0 Gender: Female, JobTitle:Graphic Designer, Age: 34, Education: PhD, Average Pay: 81177.0 Gender: Female, JobTitle:Graphic Designer, Age: 35, Education: High School, Average Pay: 105001.0 Gender: Female, JobTitle:Graphic Designer, Age: 37, Education: College, Average Pay: 98933.0 Gender: Female, JobTitle:Graphic Designer, Age: 37, Education: Masters, Average Pay: 109559.0 Gender: Female, JobTitle:Graphic Designer, Age: 38, Education: High School, Average Pay: 114768.0 Gender: Female, JobTitle:Graphic Designer, Age: 39, Education: PhD, Average Pay: 128384.0 Gender: Female, JobTitle:Graphic Designer, Age: 40, Education: College, Average Pay: 62461.0 Gender: Female, JobTitle:Graphic Designer, Age: 43, Education: PhD, Average Pay: 84957.0 Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: College, Average Pay: 94004.0 Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: High School, Average Pay: 107929.0 Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: Masters, Average Pay: 75882.0 Gender: Female, JobTitle:Graphic Designer, Age: 45, Education: High School, Average Pay: 80593.0 Gender: Female, JobTitle:Graphic Designer, Age: 47, Education: High School, Average Pay: 113524.0 Gender: Female, JobTitle:Graphic Designer, Age: 48, Education: College, Average Pay: 110926.0 Gender: Female, JobTitle:Graphic Designer, Age: 48, Education: High School, Average Pay: 117311.0 Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: High School, Average Pay: 99929.0 Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: PhD, Average Pay: 102584.0 Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: PhD, Average Pay: 127902.0 Gender: Female, JobTitle:Graphic Designer, Age: 50, Education: Masters, Average Pay: 81276.0 Gender: Female, JobTitle:Graphic Designer, Age: 51, Education: College, Average Pay: 116843.0 Gender: Female, JobTitle:Graphic Designer, Age: 52, Education: College, Average Pay: 73596.0 Gender: Female, JobTitle:Graphic Designer, Age: 55, Education: College, Average Pay: 115915.0 Gender: Female, JobTitle:Graphic Designer, Age: 55, Education: College, Average Pay: 125307.0 Gender: Female, JobTitle:Graphic Designer, Age: 57, Education: Masters, Average Pay: 138666.0 Gender: Female, JobTitle:Graphic Designer, Age: 58, Education: PhD, Average Pay: 116596.0 Gender: Female, JobTitle:Graphic Designer, Age: 59, Education: College, Average Pay: 120171.0 Gender: Female, JobTitle:Graphic Designer, Age: 59, Education: PhD, Average Pay: 133783.0 Gender: Female, JobTitle:Graphic Designer, Age: 61, Education: Masters, Average Pay: 94348.0 Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, Average Pay: 84963.0 Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, Average Pay: 110738.0 Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, Average Pay: 134166.0 Gender: Female, JobTitle:Graphic Designer, Age: 65, Education: High School, Average Pay: 138001.0 Gender: Female, JobTitle:IT, Age: 18, Education: Masters, Average Pay: 50637.0 Gender: Female, JobTitle:IT, Age: 20, Education: PhD, Average Pay: 81016.0 Gender: Female, JobTitle:IT, Age: 22, Education: High School, Average Pay: 112335.0 Gender: Female, JobTitle:IT, Age: 22, Education: Masters, Average Pay: 46223.0 Gender: Female, JobTitle:IT, Age: 26, Education: College, Average Pay: 63410.0 Gender: Female, JobTitle:IT, Age: 26, Education: College, Average Pay: 86972.0 Gender: Female, JobTitle:IT, Age: 26, Education: PhD, Average Pay: 117115.0 Gender: Female, JobTitle:IT, Age: 27, Education: Masters, Average Pay: 60009.0 Gender: Female, JobTitle:IT, Age: 28, Education: High School, Average Pay: 45447.0 Gender: Female, JobTitle:IT, Age: 28, Education: PhD, Average Pay: 110978.0 Gender: Female, JobTitle:IT, Age: 29, Education: Masters, Average Pay: 80651.0 Gender: Female, JobTitle:IT, Age: 30, Education: Masters, Average Pay: 89182.0 Gender: Female, JobTitle:IT, Age: 32, Education: High School, Average Pay: 64613.0 Gender: Female, JobTitle:IT, Age: 33, Education: College, Average Pay: 94047.0 Gender: Female, JobTitle:IT, Age: 34, Education: College, Average Pay: 62490.0 Gender: Female, JobTitle:IT, Age: 36, Education: PhD, Average Pay: 82229.0 Gender: Female, JobTitle:IT, Age: 37, Education: High School, Average Pay: 62570.0 Gender: Female, JobTitle:IT, Age: 38, Education: College, Average Pay: 122896.0 Gender: Female, JobTitle:IT, Age: 38, Education: High School, Average Pay: 82935.0 Gender: Female, JobTitle:IT, Age: 41, Education: High School, Average Pay: 108635.0 Gender: Female, JobTitle:IT, Age: 42, Education: College, Average Pay: 92449.0 Gender: Female, JobTitle:IT, Age: 42, Education: High School, Average Pay: 76173.0 Gender: Female, JobTitle:IT, Age: 43, Education: Masters, Average Pay: 101406.0 Gender: Female, JobTitle:IT, Age: 43, Education: PhD, Average Pay: 136681.0 Gender: Female, JobTitle:IT, Age: 44, Education: High School, Average Pay: 134495.0 Gender: Female, JobTitle:IT, Age: 44, Education: PhD, Average Pay: 137946.0 Gender: Female, JobTitle:IT, Age: 45, Education: College, Average Pay: 78250.0 Gender: Female, JobTitle:IT, Age: 45, Education: PhD, Average Pay: 118687.0 Gender: Female, JobTitle:IT, Age: 46, Education: High School, Average Pay: 105633.0 Gender: Female, JobTitle:IT, Age: 46, Education: PhD, Average Pay: 110554.0 Gender: Female, JobTitle:IT, Age: 47, Education: PhD, Average Pay: 103415.0 Gender: Female, JobTitle:IT, Age: 47, Education: PhD, Average Pay: 108952.0 Gender: Female, JobTitle:IT, Age: 48, Education: High School, Average Pay: 67418.0 Gender: Female, JobTitle:IT, Age: 48, Education: PhD, Average Pay: 97009.0 Gender: Female, JobTitle:IT, Age: 49, Education: College, Average Pay: 81331.0 Gender: Female, JobTitle:IT, Age: 49, Education: College, Average Pay: 117163.0 Gender: Female, JobTitle:IT, Age: 53, Education: High School, Average Pay: 114932.0 Gender: Female, JobTitle:IT, Age: 54, Education: High School, Average Pay: 116490.0 Gender: Female, JobTitle:IT, Age: 54, Education: Masters, Average Pay: 101732.0 Gender: Female, JobTitle:IT, Age: 56, Education: Masters, Average Pay: 107874.0 Gender: Female, JobTitle:IT, Age: 57, Education: High School, Average Pay: 68694.0 Gender: Female, JobTitle:IT, Age: 58, Education: High School, Average Pay: 127947.0 Gender: Female, JobTitle:IT, Age: 59, Education: College, Average Pay: 112668.0 Gender: Female, JobTitle:IT, Age: 59, Education: PhD, Average Pay: 96165.0 Gender: Female, JobTitle:IT, Age: 60, Education: Masters, Average Pay: 109125.0 Gender: Female, JobTitle:IT, Age: 62, Education: College, Average Pay: 106115.0 Gender: Female, JobTitle:IT, Age: 62, Education: College, Average Pay: 117656.0 Gender: Female, JobTitle:IT, Age: 62, Education: College, Average Pay: 132402.0 Gender: Female, JobTitle:IT, Age: 65, Education: Masters, Average Pay: 108986.0 Gender: Female, JobTitle:IT, Age: 65, Education: Masters, Average Pay: 129159.0 Gender: Female, JobTitle:Manager, Age: 24, Education: PhD, Average Pay: 112658.0 Gender: Female, JobTitle:Manager, Age: 25, Education: Masters, Average Pay: 125414.0 Gender: Female, JobTitle:Manager, Age: 28, Education: High School, Average Pay: 109291.0 Gender: Female, JobTitle:Manager, Age: 32, Education: PhD, Average Pay: 107462.0 Gender: Female, JobTitle:Manager, Age: 32, Education: PhD, Average Pay: 121261.0 Gender: Female, JobTitle:Manager, Age: 34, Education: Masters, Average Pay: 113817.0 Gender: Female, JobTitle:Manager, Age: 41, Education: PhD, Average Pay: 119821.0 Gender: Female, JobTitle:Manager, Age: 42, Education: High School, Average Pay: 123614.0 Gender: Female, JobTitle:Manager, Age: 45, Education: High School, Average Pay: 150486.0 Gender: Female, JobTitle:Manager, Age: 45, Education: High School, Average Pay: 155013.0 Gender: Female, JobTitle:Manager, Age: 47, Education: High School, Average Pay: 110875.0 Gender: Female, JobTitle:Manager, Age: 53, Education: High School, Average Pay: 137199.0 Gender: Female, JobTitle:Manager, Age: 55, Education: High School, Average Pay: 138462.0 Gender: Female, JobTitle:Manager, Age: 57, Education: Masters, Average Pay: 148984.0 Gender: Female, JobTitle:Manager, Age: 59, Education: High School, Average Pay: 139818.0 Gender: Female, JobTitle:Manager, Age: 60, Education: PhD, Average Pay: 168968.0 Gender: Female, JobTitle:Manager, Age: 62, Education: Masters, Average Pay: 152243.0 Gender: Female, JobTitle:Manager, Age: 62, Education: Masters, Average Pay: 163011.0 Gender: Female, JobTitle:Marketing Associate, Age: 18, Education: High School, Average Pay: 40828.0 Gender: Female, JobTitle:Marketing Associate, Age: 18, Education: Masters, Average Pay: 81790.0 Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: College, Average Pay: 44692.0 Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: College, Average Pay: 77863.0 Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: Masters, Average Pay: 85765.0 Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: PhD, Average Pay: 68343.0 Gender: Female, JobTitle:Marketing Associate, Age: 22, Education: PhD, Average Pay: 44638.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: College, Average Pay: 59680.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: High School, Average Pay: 52568.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: Masters, Average Pay: 67847.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: PhD, Average Pay: 55695.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: PhD, Average Pay: 69009.0 Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: High School, Average Pay: 55918.0 Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: Masters, Average Pay: 89752.0 Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: PhD, Average Pay: 64926.0 Gender: Female, JobTitle:Marketing Associate, Age: 25, Education: High School, Average Pay: 44722.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: College, Average Pay: 67980.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: College, Average Pay: 72592.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: High School, Average Pay: 40958.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: High School, Average Pay: 64148.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: PhD, Average Pay: 89539.0 Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, Average Pay: 53192.0 Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, Average Pay: 76841.0 Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, Average Pay: 96665.0 Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: PhD, Average Pay: 83691.0 Gender: Female, JobTitle:Marketing Associate, Age: 28, Education: Masters, Average Pay: 78124.0 Gender: Female, JobTitle:Marketing Associate, Age: 29, Education: Masters, Average Pay: 98640.0 Gender: Female, JobTitle:Marketing Associate, Age: 30, Education: Masters, Average Pay: 44013.0 Gender: Female, JobTitle:Marketing Associate, Age: 31, Education: High School, Average Pay: 58116.0 Gender: Female, JobTitle:Marketing Associate, Age: 32, Education: College, Average Pay: 78442.0 Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, Average Pay: 55033.0 Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, Average Pay: 58373.0 Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, Average Pay: 86094.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: College, Average Pay: 43358.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: College, Average Pay: 56801.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: High School, Average Pay: 86903.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: High School, Average Pay: 105154.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: Masters, Average Pay: 60461.0 Gender: Female, JobTitle:Marketing Associate, Age: 35, Education: Masters, Average Pay: 66123.0 Gender: Female, JobTitle:Marketing Associate, Age: 35, Education: PhD, Average Pay: 106940.0 Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: High School, Average Pay: 99340.0 Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: Masters, Average Pay: 82495.0 Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: PhD, Average Pay: 90080.0 Gender: Female, JobTitle:Marketing Associate, Age: 37, Education: PhD, Average Pay: 93603.0 Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: High School, Average Pay: 77536.0 Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: PhD, Average Pay: 57109.0 Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: PhD, Average Pay: 80930.0 Gender: Female, JobTitle:Marketing Associate, Age: 39, Education: College, Average Pay: 112552.0 Gender: Female, JobTitle:Marketing Associate, Age: 40, Education: Masters, Average Pay: 70096.0 Gender: Female, JobTitle:Marketing Associate, Age: 40, Education: Masters, Average Pay: 104286.0 Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: College, Average Pay: 82769.0 Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: High School, Average Pay: 44030.0 Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: PhD, Average Pay: 112862.0 Gender: Female, JobTitle:Marketing Associate, Age: 42, Education: College, Average Pay: 93033.0 Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: High School, Average Pay: 65008.0 Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: High School, Average Pay: 94980.0 Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: PhD, Average Pay: 72440.0 Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: College, Average Pay: 91843.0 Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: High School, Average Pay: 64882.0 Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: Masters, Average Pay: 81431.0 Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: College, Average Pay: 57936.0 Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: College, Average Pay: 92055.0 Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: PhD, Average Pay: 76374.0 Gender: Female, JobTitle:Marketing Associate, Age: 48, Education: College, Average Pay: 90978.0 Gender: Female, JobTitle:Marketing Associate, Age: 48, Education: High School, Average Pay: 90750.0 Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: College, Average Pay: 109841.0 Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: High School, Average Pay: 104592.0 Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: Masters, Average Pay: 83468.0 Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: PhD, Average Pay: 111910.0 Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: High School, Average Pay: 77840.0 Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: Masters, Average Pay: 99849.0 Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: PhD, Average Pay: 89835.0 Gender: Female, JobTitle:Marketing Associate, Age: 51, Education: High School, Average Pay: 83690.0 Gender: Female, JobTitle:Marketing Associate, Age: 52, Education: High School, Average Pay: 100431.0 Gender: Female, JobTitle:Marketing Associate, Age: 52, Education: PhD, Average Pay: 101584.0 Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: College, Average Pay: 73373.0 Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: Masters, Average Pay: 69773.0 Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: Masters, Average Pay: 116726.0 Gender: Female, JobTitle:Marketing Associate, Age: 54, Education: PhD, Average Pay: 119967.0 Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: College, Average Pay: 74739.0 Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: High School, Average Pay: 67393.0 Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: High School, Average Pay: 77599.0 Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: Masters, Average Pay: 78479.0 Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, Average Pay: 86626.0 Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, Average Pay: 93109.0 Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, Average Pay: 100040.0 Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, Average Pay: 112286.0 Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: Masters, Average Pay: 103985.0 Gender: Female, JobTitle:Marketing Associate, Age: 57, Education: College, Average Pay: 86667.0 Gender: Female, JobTitle:Marketing Associate, Age: 58, Education: High School, Average Pay: 64198.0 Gender: Female, JobTitle:Marketing Associate, Age: 58, Education: Masters, Average Pay: 115809.0 Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: College, Average Pay: 65394.0 Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: High School, Average Pay: 101838.0 Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: Masters, Average Pay: 95748.0 Gender: Female, JobTitle:Marketing Associate, Age: 60, Education: College, Average Pay: 119672.0 Gender: Female, JobTitle:Marketing Associate, Age: 61, Education: High School, Average Pay: 65914.0 Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: College, Average Pay: 82108.0 Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: Masters, Average Pay: 83172.0 Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: PhD, Average Pay: 128695.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: College, Average Pay: 106326.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: College, Average Pay: 110679.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, Average Pay: 88030.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, Average Pay: 102966.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, Average Pay: 136316.0 Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: High School, Average Pay: 103985.0 Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: Masters, Average Pay: 82673.0 Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: Masters, Average Pay: 111933.0 Gender: Female, JobTitle:Sales Associate, Age: 18, Education: Masters, Average Pay: 69887.0 Gender: Female, JobTitle:Sales Associate, Age: 19, Education: College, Average Pay: 95446.0 Gender: Female, JobTitle:Sales Associate, Age: 21, Education: College, Average Pay: 92511.0 Gender: Female, JobTitle:Sales Associate, Age: 24, Education: High School, Average Pay: 71901.0 Gender: Female, JobTitle:Sales Associate, Age: 24, Education: Masters, Average Pay: 83422.0 Gender: Female, JobTitle:Sales Associate, Age: 27, Education: College, Average Pay: 72180.0 Gender: Female, JobTitle:Sales Associate, Age: 28, Education: PhD, Average Pay: 96981.0 Gender: Female, JobTitle:Sales Associate, Age: 29, Education: High School, Average Pay: 72131.0 Gender: Female, JobTitle:Sales Associate, Age: 29, Education: PhD, Average Pay: 63240.0 Gender: Female, JobTitle:Sales Associate, Age: 30, Education: High School, Average Pay: 98562.0 Gender: Female, JobTitle:Sales Associate, Age: 31, Education: College, Average Pay: 62149.0 Gender: Female, JobTitle:Sales Associate, Age: 31, Education: High School, Average Pay: 84364.0 Gender: Female, JobTitle:Sales Associate, Age: 32, Education: PhD, Average Pay: 94061.0 Gender: Female, JobTitle:Sales Associate, Age: 33, Education: College, Average Pay: 93848.0 Gender: Female, JobTitle:Sales Associate, Age: 33, Education: High School, Average Pay: 91875.0 Gender: Female, JobTitle:Sales Associate, Age: 34, Education: High School, Average Pay: 109048.0 Gender: Female, JobTitle:Sales Associate, Age: 34, Education: High School, Average Pay: 115779.0 Gender: Female, JobTitle:Sales Associate, Age: 35, Education: College, Average Pay: 93487.0 Gender: Female, JobTitle:Sales Associate, Age: 35, Education: College, Average Pay: 116465.0 Gender: Female, JobTitle:Sales Associate, Age: 35, Education: PhD, Average Pay: 92049.0 Gender: Female, JobTitle:Sales Associate, Age: 40, Education: Masters, Average Pay: 101827.0 Gender: Female, JobTitle:Sales Associate, Age: 41, Education: College, Average Pay: 66005.0 Gender: Female, JobTitle:Sales Associate, Age: 44, Education: High School, Average Pay: 87049.0 Gender: Female, JobTitle:Sales Associate, Age: 46, Education: Masters, Average Pay: 88379.0 Gender: Female, JobTitle:Sales Associate, Age: 47, Education: College, Average Pay: 91057.0 Gender: Female, JobTitle:Sales Associate, Age: 47, Education: College, Average Pay: 111773.0 Gender: Female, JobTitle:Sales Associate, Age: 47, Education: PhD, Average Pay: 121263.0 Gender: Female, JobTitle:Sales Associate, Age: 50, Education: Masters, Average Pay: 110171.0 Gender: Female, JobTitle:Sales Associate, Age: 51, Education: Masters, Average Pay: 81204.0 Gender: Female, JobTitle:Sales Associate, Age: 52, Education: High School, Average Pay: 98118.0 Gender: Female, JobTitle:Sales Associate, Age: 52, Education: Masters, Average Pay: 91336.0 Gender: Female, JobTitle:Sales Associate, Age: 53, Education: Masters, Average Pay: 137001.0 Gender: Female, JobTitle:Sales Associate, Age: 57, Education: High School, Average Pay: 122270.0 Gender: Female, JobTitle:Sales Associate, Age: 57, Education: Masters, Average Pay: 105064.0 Gender: Female, JobTitle:Sales Associate, Age: 57, Education: Masters, Average Pay: 107301.0 Gender: Female, JobTitle:Sales Associate, Age: 58, Education: College, Average Pay: 90248.0 Gender: Female, JobTitle:Sales Associate, Age: 60, Education: PhD, Average Pay: 135111.0 Gender: Female, JobTitle:Sales Associate, Age: 61, Education: College, Average Pay: 101057.0 Gender: Female, JobTitle:Sales Associate, Age: 61, Education: High School, Average Pay: 86961.0 Gender: Female, JobTitle:Sales Associate, Age: 61, Education: PhD, Average Pay: 138145.0 Gender: Female, JobTitle:Sales Associate, Age: 62, Education: College, Average Pay: 100925.0 Gender: Female, JobTitle:Sales Associate, Age: 63, Education: PhD, Average Pay: 135113.0 Gender: Female, JobTitle:Sales Associate, Age: 65, Education: PhD, Average Pay: 146719.0 Gender: Female, JobTitle:Software Engineer, Age: 22, Education: Masters, Average Pay: 96986.0 Gender: Female, JobTitle:Software Engineer, Age: 27, Education: High School, Average Pay: 73500.0 Gender: Female, JobTitle:Software Engineer, Age: 28, Education: College, Average Pay: 121218.0 Gender: Female, JobTitle:Software Engineer, Age: 28, Education: PhD, Average Pay: 112146.0 Gender: Female, JobTitle:Software Engineer, Age: 36, Education: PhD, Average Pay: 82838.0 Gender: Female, JobTitle:Software Engineer, Age: 41, Education: PhD, Average Pay: 94622.0 Gender: Female, JobTitle:Software Engineer, Age: 57, Education: College, Average Pay: 119455.0 Gender: Female, JobTitle:Software Engineer, Age: 57, Education: High School, Average Pay: 108414.0 Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: College, Average Pay: 73886.0 Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: High School, Average Pay: 45662.0 Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: Masters, Average Pay: 84991.0 Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: PhD, Average Pay: 99476.0 Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: College, Average Pay: 85010.0 Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: High School, Average Pay: 98707.0 Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: Masters, Average Pay: 74253.0 Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: PhD, Average Pay: 121023.0 Gender: Female, JobTitle:Warehouse Associate, Age: 24, Education: College, Average Pay: 109494.0 Gender: Female, JobTitle:Warehouse Associate, Age: 24, Education: High School, Average Pay: 72877.0 Gender: Female, JobTitle:Warehouse Associate, Age: 25, Education: Masters, Average Pay: 88939.0 Gender: Female, JobTitle:Warehouse Associate, Age: 25, Education: Masters, Average Pay: 101969.0 Gender: Female, JobTitle:Warehouse Associate, Age: 28, Education: Masters, Average Pay: 70000.0 Gender: Female, JobTitle:Warehouse Associate, Age: 30, Education: Masters, Average Pay: 95803.0 Gender: Female, JobTitle:Warehouse Associate, Age: 31, Education: PhD, Average Pay: 111478.0 Gender: Female, JobTitle:Warehouse Associate, Age: 34, Education: High School, Average Pay: 63911.0 Gender: Female, JobTitle:Warehouse Associate, Age: 34, Education: PhD, Average Pay: 121179.0 Gender: Female, JobTitle:Warehouse Associate, Age: 35, Education: PhD, Average Pay: 105329.0 Gender: Female, JobTitle:Warehouse Associate, Age: 36, Education: College, Average Pay: 83172.0 Gender: Female, JobTitle:Warehouse Associate, Age: 37, Education: High School, Average Pay: 100732.0 Gender: Female, JobTitle:Warehouse Associate, Age: 38, Education: College, Average Pay: 101571.0 Gender: Female, JobTitle:Warehouse Associate, Age: 39, Education: College, Average Pay: 87382.0 Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: College, Average Pay: 92017.0 Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: College, Average Pay: 98977.0 Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: Masters, Average Pay: 97867.0 Gender: Female, JobTitle:Warehouse Associate, Age: 42, Education: Masters, Average Pay: 96636.0 Gender: Female, JobTitle:Warehouse Associate, Age: 42, Education: PhD, Average Pay: 131262.0 Gender: Female, JobTitle:Warehouse Associate, Age: 44, Education: High School, Average Pay: 85839.0 Gender: Female, JobTitle:Warehouse Associate, Age: 45, Education: High School, Average Pay: 112047.0 Gender: Female, JobTitle:Warehouse Associate, Age: 47, Education: College, Average Pay: 91997.0 Gender: Female, JobTitle:Warehouse Associate, Age: 47, Education: College, Average Pay: 102858.0 Gender: Female, JobTitle:Warehouse Associate, Age: 48, Education: College, Average Pay: 121464.0 Gender: Female, JobTitle:Warehouse Associate, Age: 50, Education: Masters, Average Pay: 117399.0 Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, Average Pay: 96329.0 Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, Average Pay: 115222.0 Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, Average Pay: 129208.0 Gender: Female, JobTitle:Warehouse Associate, Age: 53, Education: College, Average Pay: 136772.0 Gender: Female, JobTitle:Warehouse Associate, Age: 55, Education: PhD, Average Pay: 90588.0 Gender: Female, JobTitle:Warehouse Associate, Age: 56, Education: College, Average Pay: 110766.0 Gender: Female, JobTitle:Warehouse Associate, Age: 57, Education: High School, Average Pay: 102048.0 Gender: Female, JobTitle:Warehouse Associate, Age: 57, Education: PhD, Average Pay: 94481.0 Gender: Female, JobTitle:Warehouse Associate, Age: 58, Education: Masters, Average Pay: 138293.0 Gender: Female, JobTitle:Warehouse Associate, Age: 59, Education: College, Average Pay: 98940.0 Gender: Female, JobTitle:Warehouse Associate, Age: 61, Education: Masters, Average Pay: 124894.0 Gender: Female, JobTitle:Warehouse Associate, Age: 62, Education: PhD, Average Pay: 107301.0 Gender: Female, JobTitle:Warehouse Associate, Age: 63, Education: High School, Average Pay: 113812.0 Gender: Male, JobTitle:Data Scientist, Age: 18, Education: High School, Average Pay: 64594.0 Gender: Male, JobTitle:Data Scientist, Age: 18, Education: PhD, Average Pay: 69421.0 Gender: Male, JobTitle:Data Scientist, Age: 19, Education: High School, Average Pay: 67639.0 Gender: Male, JobTitle:Data Scientist, Age: 19, Education: PhD, Average Pay: 86625.0 Gender: Male, JobTitle:Data Scientist, Age: 20, Education: High School, Average Pay: 65579.0 Gender: Male, JobTitle:Data Scientist, Age: 22, Education: High School, Average Pay: 58991.0 Gender: Male, JobTitle:Data Scientist, Age: 23, Education: High School, Average Pay: 90816.0 Gender: Male, JobTitle:Data Scientist, Age: 23, Education: Masters, Average Pay: 69995.0 Gender: Male, JobTitle:Data Scientist, Age: 24, Education: Masters, Average Pay: 68609.0 Gender: Male, JobTitle:Data Scientist, Age: 26, Education: High School, Average Pay: 88943.0 Gender: Male, JobTitle:Data Scientist, Age: 26, Education: Masters, Average Pay: 94717.0 Gender: Male, JobTitle:Data Scientist, Age: 27, Education: College, Average Pay: 62499.0 Gender: Male, JobTitle:Data Scientist, Age: 28, Education: High School, Average Pay: 74709.0 Gender: Male, JobTitle:Data Scientist, Age: 28, Education: Masters, Average Pay: 88644.0 Gender: Male, JobTitle:Data Scientist, Age: 28, Education: Masters, Average Pay: 105610.0 Gender: Male, JobTitle:Data Scientist, Age: 29, Education: High School, Average Pay: 73575.0 Gender: Male, JobTitle:Data Scientist, Age: 29, Education: High School, Average Pay: 76692.0 Gender: Male, JobTitle:Data Scientist, Age: 29, Education: PhD, Average Pay: 106139.0 Gender: Male, JobTitle:Data Scientist, Age: 30, Education: College, Average Pay: 78949.0 Gender: Male, JobTitle:Data Scientist, Age: 31, Education: College, Average Pay: 81254.0 Gender: Male, JobTitle:Data Scientist, Age: 32, Education: PhD, Average Pay: 95824.0 Gender: Male, JobTitle:Data Scientist, Age: 32, Education: PhD, Average Pay: 112017.0 Gender: Male, JobTitle:Data Scientist, Age: 33, Education: High School, Average Pay: 58835.0 Gender: Male, JobTitle:Data Scientist, Age: 35, Education: College, Average Pay: 105531.0 Gender: Male, JobTitle:Data Scientist, Age: 37, Education: PhD, Average Pay: 82424.0 Gender: Male, JobTitle:Data Scientist, Age: 38, Education: College, Average Pay: 110428.0 Gender: Male, JobTitle:Data Scientist, Age: 38, Education: High School, Average Pay: 89272.0 Gender: Male, JobTitle:Data Scientist, Age: 40, Education: Masters, Average Pay: 91834.0 Gender: Male, JobTitle:Data Scientist, Age: 41, Education: College, Average Pay: 82297.0 Gender: Male, JobTitle:Data Scientist, Age: 41, Education: High School, Average Pay: 121537.0 Gender: Male, JobTitle:Data Scientist, Age: 41, Education: Masters, Average Pay: 110925.0 Gender: Male, JobTitle:Data Scientist, Age: 41, Education: PhD, Average Pay: 74452.0 Gender: Male, JobTitle:Data Scientist, Age: 43, Education: PhD, Average Pay: 111536.0 Gender: Male, JobTitle:Data Scientist, Age: 44, Education: High School, Average Pay: 88528.0 Gender: Male, JobTitle:Data Scientist, Age: 44, Education: Masters, Average Pay: 121525.0 Gender: Male, JobTitle:Data Scientist, Age: 45, Education: Masters, Average Pay: 107764.0 Gender: Male, JobTitle:Data Scientist, Age: 45, Education: PhD, Average Pay: 130184.0 Gender: Male, JobTitle:Data Scientist, Age: 49, Education: College, Average Pay: 100556.0 Gender: Male, JobTitle:Data Scientist, Age: 51, Education: PhD, Average Pay: 119374.0 Gender: Male, JobTitle:Data Scientist, Age: 53, Education: High School, Average Pay: 111245.0 Gender: Male, JobTitle:Data Scientist, Age: 54, Education: College, Average Pay: 100394.0 Gender: Male, JobTitle:Data Scientist, Age: 56, Education: Masters, Average Pay: 98328.0 Gender: Male, JobTitle:Data Scientist, Age: 56, Education: Masters, Average Pay: 103635.0 Gender: Male, JobTitle:Data Scientist, Age: 57, Education: Masters, Average Pay: 110098.0 Gender: Male, JobTitle:Data Scientist, Age: 57, Education: Masters, Average Pay: 112544.0 Gender: Male, JobTitle:Data Scientist, Age: 58, Education: High School, Average Pay: 93901.0 Gender: Male, JobTitle:Data Scientist, Age: 58, Education: PhD, Average Pay: 128041.0 Gender: Male, JobTitle:Data Scientist, Age: 59, Education: Masters, Average Pay: 102932.0 Gender: Male, JobTitle:Data Scientist, Age: 61, Education: Masters, Average Pay: 125942.0 Gender: Male, JobTitle:Data Scientist, Age: 62, Education: College, Average Pay: 100322.0 Gender: Male, JobTitle:Data Scientist, Age: 62, Education: High School, Average Pay: 106277.0 Gender: Male, JobTitle:Data Scientist, Age: 62, Education: PhD, Average Pay: 113135.0 Gender: Male, JobTitle:Data Scientist, Age: 62, Education: PhD, Average Pay: 126686.0 Gender: Male, JobTitle:Data Scientist, Age: 65, Education: Masters, Average Pay: 131977.0 Gender: Male, JobTitle:Driver, Age: 18, Education: PhD, Average Pay: 64725.0 Gender: Male, JobTitle:Driver, Age: 20, Education: High School, Average Pay: 73873.0 Gender: Male, JobTitle:Driver, Age: 21, Education: High School, Average Pay: 66531.0 Gender: Male, JobTitle:Driver, Age: 24, Education: College, Average Pay: 58180.0 Gender: Male, JobTitle:Driver, Age: 24, Education: College, Average Pay: 87014.0 Gender: Male, JobTitle:Driver, Age: 25, Education: College, Average Pay: 48905.0 Gender: Male, JobTitle:Driver, Age: 25, Education: PhD, Average Pay: 100321.0 Gender: Male, JobTitle:Driver, Age: 27, Education: College, Average Pay: 97456.0 Gender: Male, JobTitle:Driver, Age: 30, Education: Masters, Average Pay: 86911.0 Gender: Male, JobTitle:Driver, Age: 31, Education: College, Average Pay: 92790.0 Gender: Male, JobTitle:Driver, Age: 31, Education: High School, Average Pay: 68488.0 Gender: Male, JobTitle:Driver, Age: 32, Education: Masters, Average Pay: 75745.0 Gender: Male, JobTitle:Driver, Age: 32, Education: PhD, Average Pay: 98583.0 Gender: Male, JobTitle:Driver, Age: 33, Education: High School, Average Pay: 63448.0 Gender: Male, JobTitle:Driver, Age: 34, Education: College, Average Pay: 97352.0 Gender: Male, JobTitle:Driver, Age: 35, Education: High School, Average Pay: 97586.0 Gender: Male, JobTitle:Driver, Age: 36, Education: PhD, Average Pay: 96794.0 Gender: Male, JobTitle:Driver, Age: 37, Education: College, Average Pay: 78332.0 Gender: Male, JobTitle:Driver, Age: 38, Education: PhD, Average Pay: 111944.0 Gender: Male, JobTitle:Driver, Age: 39, Education: High School, Average Pay: 109015.0 Gender: Male, JobTitle:Driver, Age: 40, Education: College, Average Pay: 76614.0 Gender: Male, JobTitle:Driver, Age: 40, Education: College, Average Pay: 106247.0 Gender: Male, JobTitle:Driver, Age: 40, Education: High School, Average Pay: 93742.0 Gender: Male, JobTitle:Driver, Age: 41, Education: Masters, Average Pay: 100693.0 Gender: Male, JobTitle:Driver, Age: 42, Education: PhD, Average Pay: 117715.0 Gender: Male, JobTitle:Driver, Age: 44, Education: High School, Average Pay: 90446.0 Gender: Male, JobTitle:Driver, Age: 49, Education: College, Average Pay: 111496.0 Gender: Male, JobTitle:Driver, Age: 49, Education: Masters, Average Pay: 80768.0 Gender: Male, JobTitle:Driver, Age: 49, Education: Masters, Average Pay: 125369.0 Gender: Male, JobTitle:Driver, Age: 53, Education: Masters, Average Pay: 134816.0 Gender: Male, JobTitle:Driver, Age: 53, Education: PhD, Average Pay: 106933.0 Gender: Male, JobTitle:Driver, Age: 53, Education: PhD, Average Pay: 116881.0 Gender: Male, JobTitle:Driver, Age: 54, Education: PhD, Average Pay: 118977.0 Gender: Male, JobTitle:Driver, Age: 54, Education: PhD, Average Pay: 122208.0 Gender: Male, JobTitle:Driver, Age: 55, Education: College, Average Pay: 107871.0 Gender: Male, JobTitle:Driver, Age: 55, Education: Masters, Average Pay: 100207.0 Gender: Male, JobTitle:Driver, Age: 56, Education: Masters, Average Pay: 109247.0 Gender: Male, JobTitle:Driver, Age: 57, Education: College, Average Pay: 75296.0 Gender: Male, JobTitle:Driver, Age: 57, Education: College, Average Pay: 141823.0 Gender: Male, JobTitle:Driver, Age: 58, Education: College, Average Pay: 114432.0 Gender: Male, JobTitle:Driver, Age: 59, Education: College, Average Pay: 124424.0 Gender: Male, JobTitle:Driver, Age: 63, Education: High School, Average Pay: 107597.0 Gender: Male, JobTitle:Driver, Age: 63, Education: PhD, Average Pay: 134671.0 Gender: Male, JobTitle:Driver, Age: 64, Education: Masters, Average Pay: 116101.0 Gender: Male, JobTitle:Driver, Age: 65, Education: High School, Average Pay: 120234.0 Gender: Male, JobTitle:Financial Analyst, Age: 18, Education: PhD, Average Pay: 107202.0 Gender: Male, JobTitle:Financial Analyst, Age: 19, Education: Masters, Average Pay: 69354.0 Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: High School, Average Pay: 72991.0 Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: PhD, Average Pay: 86439.0 Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: PhD, Average Pay: 111544.0 Gender: Male, JobTitle:Financial Analyst, Age: 22, Education: PhD, Average Pay: 76085.0 Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: Masters, Average Pay: 76266.0 Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: PhD, Average Pay: 77435.0 Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: PhD, Average Pay: 92652.0 Gender: Male, JobTitle:Financial Analyst, Age: 26, Education: College, Average Pay: 112237.0 Gender: Male, JobTitle:Financial Analyst, Age: 26, Education: College, Average Pay: 115615.0 Gender: Male, JobTitle:Financial Analyst, Age: 27, Education: PhD, Average Pay: 105389.0 Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: High School, Average Pay: 97897.0 Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: Masters, Average Pay: 87999.0 Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: Masters, Average Pay: 121061.0 Gender: Male, JobTitle:Financial Analyst, Age: 30, Education: Masters, Average Pay: 91484.0 Gender: Male, JobTitle:Financial Analyst, Age: 31, Education: PhD, Average Pay: 84587.0 Gender: Male, JobTitle:Financial Analyst, Age: 31, Education: PhD, Average Pay: 88616.0 Gender: Male, JobTitle:Financial Analyst, Age: 32, Education: Masters, Average Pay: 86167.0 Gender: Male, JobTitle:Financial Analyst, Age: 33, Education: Masters, Average Pay: 78267.0 Gender: Male, JobTitle:Financial Analyst, Age: 35, Education: College, Average Pay: 97970.0 Gender: Male, JobTitle:Financial Analyst, Age: 35, Education: PhD, Average Pay: 106860.0 Gender: Male, JobTitle:Financial Analyst, Age: 36, Education: Masters, Average Pay: 79333.0 Gender: Male, JobTitle:Financial Analyst, Age: 36, Education: PhD, Average Pay: 98170.0 Gender: Male, JobTitle:Financial Analyst, Age: 38, Education: College, Average Pay: 121865.0 Gender: Male, JobTitle:Financial Analyst, Age: 38, Education: Masters, Average Pay: 90308.0 Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: College, Average Pay: 65347.0 Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: College, Average Pay: 103432.0 Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: Masters, Average Pay: 122354.0 Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: PhD, Average Pay: 94577.0 Gender: Male, JobTitle:Financial Analyst, Age: 40, Education: PhD, Average Pay: 94968.0 Gender: Male, JobTitle:Financial Analyst, Age: 41, Education: Masters, Average Pay: 105386.0 Gender: Male, JobTitle:Financial Analyst, Age: 43, Education: PhD, Average Pay: 112862.0 Gender: Male, JobTitle:Financial Analyst, Age: 44, Education: Masters, Average Pay: 128726.0 Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: High School, Average Pay: 81887.0 Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: High School, Average Pay: 89856.0 Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: Masters, Average Pay: 106536.0 Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: College, Average Pay: 72875.0 Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: College, Average Pay: 99519.0 Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: High School, Average Pay: 73317.0 Gender: Male, JobTitle:Financial Analyst, Age: 48, Education: High School, Average Pay: 95071.0 Gender: Male, JobTitle:Financial Analyst, Age: 49, Education: High School, Average Pay: 111006.0 Gender: Male, JobTitle:Financial Analyst, Age: 50, Education: Masters, Average Pay: 119494.0 Gender: Male, JobTitle:Financial Analyst, Age: 51, Education: PhD, Average Pay: 120308.0 Gender: Male, JobTitle:Financial Analyst, Age: 53, Education: Masters, Average Pay: 120345.0 Gender: Male, JobTitle:Financial Analyst, Age: 55, Education: College, Average Pay: 89159.0 Gender: Male, JobTitle:Financial Analyst, Age: 56, Education: High School, Average Pay: 107222.0 Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: College, Average Pay: 126905.0 Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: College, Average Pay: 132759.0 Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: Masters, Average Pay: 111169.0 Gender: Male, JobTitle:Financial Analyst, Age: 59, Education: PhD, Average Pay: 98125.0 Gender: Male, JobTitle:Financial Analyst, Age: 60, Education: High School, Average Pay: 129660.0 Gender: Male, JobTitle:Financial Analyst, Age: 60, Education: PhD, Average Pay: 125352.0 Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: High School, Average Pay: 104513.0 Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: High School, Average Pay: 127543.0 Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: PhD, Average Pay: 144601.0 Gender: Male, JobTitle:Financial Analyst, Age: 65, Education: High School, Average Pay: 99601.0 Gender: Male, JobTitle:Financial Analyst, Age: 65, Education: Masters, Average Pay: 116481.0 Gender: Male, JobTitle:Graphic Designer, Age: 18, Education: High School, Average Pay: 84795.0 Gender: Male, JobTitle:Graphic Designer, Age: 19, Education: Masters, Average Pay: 69872.0 Gender: Male, JobTitle:Graphic Designer, Age: 20, Education: Masters, Average Pay: 105654.0 Gender: Male, JobTitle:Graphic Designer, Age: 21, Education: Masters, Average Pay: 80692.0 Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: High School, Average Pay: 75117.0 Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: High School, Average Pay: 78119.0 Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: Masters, Average Pay: 65225.0 Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: PhD, Average Pay: 48736.0 Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: High School, Average Pay: 57952.0 Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: Masters, Average Pay: 93271.0 Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: PhD, Average Pay: 96640.0 Gender: Male, JobTitle:Graphic Designer, Age: 24, Education: College, Average Pay: 66091.0 Gender: Male, JobTitle:Graphic Designer, Age: 24, Education: PhD, Average Pay: 112473.0 Gender: Male, JobTitle:Graphic Designer, Age: 26, Education: Masters, Average Pay: 108783.0 Gender: Male, JobTitle:Graphic Designer, Age: 27, Education: College, Average Pay: 123152.0 Gender: Male, JobTitle:Graphic Designer, Age: 29, Education: Masters, Average Pay: 77854.0 Gender: Male, JobTitle:Graphic Designer, Age: 29, Education: PhD, Average Pay: 76546.0 Gender: Male, JobTitle:Graphic Designer, Age: 30, Education: College, Average Pay: 41030.0 Gender: Male, JobTitle:Graphic Designer, Age: 30, Education: Masters, Average Pay: 77056.0 Gender: Male, JobTitle:Graphic Designer, Age: 31, Education: PhD, Average Pay: 78334.0 Gender: Male, JobTitle:Graphic Designer, Age: 33, Education: Masters, Average Pay: 92256.0 Gender: Male, JobTitle:Graphic Designer, Age: 34, Education: Masters, Average Pay: 96607.0 Gender: Male, JobTitle:Graphic Designer, Age: 35, Education: PhD, Average Pay: 98035.0 Gender: Male, JobTitle:Graphic Designer, Age: 39, Education: Masters, Average Pay: 112714.0 Gender: Male, JobTitle:Graphic Designer, Age: 43, Education: PhD, Average Pay: 87325.0 Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: High School, Average Pay: 110447.0 Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: Masters, Average Pay: 113099.0 Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: PhD, Average Pay: 72535.0 Gender: Male, JobTitle:Graphic Designer, Age: 45, Education: Masters, Average Pay: 105090.0 Gender: Male, JobTitle:Graphic Designer, Age: 46, Education: High School, Average Pay: 96035.0 Gender: Male, JobTitle:Graphic Designer, Age: 46, Education: High School, Average Pay: 112472.0 Gender: Male, JobTitle:Graphic Designer, Age: 47, Education: College, Average Pay: 114851.0 Gender: Male, JobTitle:Graphic Designer, Age: 49, Education: College, Average Pay: 115234.0 Gender: Male, JobTitle:Graphic Designer, Age: 49, Education: Masters, Average Pay: 132436.0 Gender: Male, JobTitle:Graphic Designer, Age: 50, Education: Masters, Average Pay: 90209.0 Gender: Male, JobTitle:Graphic Designer, Age: 53, Education: High School, Average Pay: 101261.0 Gender: Male, JobTitle:Graphic Designer, Age: 53, Education: High School, Average Pay: 110717.0 Gender: Male, JobTitle:Graphic Designer, Age: 54, Education: High School, Average Pay: 105722.0 Gender: Male, JobTitle:Graphic Designer, Age: 55, Education: College, Average Pay: 82775.0 Gender: Male, JobTitle:Graphic Designer, Age: 55, Education: Masters, Average Pay: 87472.0 Gender: Male, JobTitle:Graphic Designer, Age: 56, Education: Masters, Average Pay: 119145.0 Gender: Male, JobTitle:Graphic Designer, Age: 57, Education: Masters, Average Pay: 140139.0 Gender: Male, JobTitle:Graphic Designer, Age: 58, Education: Masters, Average Pay: 99653.0 Gender: Male, JobTitle:Graphic Designer, Age: 59, Education: PhD, Average Pay: 139467.0 Gender: Male, JobTitle:Graphic Designer, Age: 60, Education: Masters, Average Pay: 102652.0 Gender: Male, JobTitle:Graphic Designer, Age: 61, Education: Masters, Average Pay: 112026.0 Gender: Male, JobTitle:Graphic Designer, Age: 62, Education: Masters, Average Pay: 92258.0 Gender: Male, JobTitle:Graphic Designer, Age: 63, Education: PhD, Average Pay: 113622.0 Gender: Male, JobTitle:Graphic Designer, Age: 65, Education: College, Average Pay: 130302.0 Gender: Male, JobTitle:Graphic Designer, Age: 65, Education: Masters, Average Pay: 125256.0 Gender: Male, JobTitle:IT, Age: 18, Education: High School, Average Pay: 56166.0 Gender: Male, JobTitle:IT, Age: 18, Education: Masters, Average Pay: 78202.0 Gender: Male, JobTitle:IT, Age: 18, Education: PhD, Average Pay: 63868.0 Gender: Male, JobTitle:IT, Age: 19, Education: College, Average Pay: 87448.0 Gender: Male, JobTitle:IT, Age: 19, Education: College, Average Pay: 88009.0 Gender: Male, JobTitle:IT, Age: 20, Education: PhD, Average Pay: 55074.0 Gender: Male, JobTitle:IT, Age: 20, Education: PhD, Average Pay: 82582.0 Gender: Male, JobTitle:IT, Age: 23, Education: PhD, Average Pay: 72581.0 Gender: Male, JobTitle:IT, Age: 27, Education: High School, Average Pay: 61165.0 Gender: Male, JobTitle:IT, Age: 27, Education: PhD, Average Pay: 98096.0 Gender: Male, JobTitle:IT, Age: 28, Education: High School, Average Pay: 72868.0 Gender: Male, JobTitle:IT, Age: 28, Education: High School, Average Pay: 105111.0 Gender: Male, JobTitle:IT, Age: 31, Education: College, Average Pay: 53598.0 Gender: Male, JobTitle:IT, Age: 31, Education: Masters, Average Pay: 96581.0 Gender: Male, JobTitle:IT, Age: 33, Education: College, Average Pay: 96182.0 Gender: Male, JobTitle:IT, Age: 33, Education: Masters, Average Pay: 89887.0 Gender: Male, JobTitle:IT, Age: 33, Education: Masters, Average Pay: 112010.0 Gender: Male, JobTitle:IT, Age: 34, Education: College, Average Pay: 97323.0 Gender: Male, JobTitle:IT, Age: 35, Education: College, Average Pay: 102302.0 Gender: Male, JobTitle:IT, Age: 36, Education: High School, Average Pay: 113360.0 Gender: Male, JobTitle:IT, Age: 36, Education: Masters, Average Pay: 71687.0 Gender: Male, JobTitle:IT, Age: 39, Education: High School, Average Pay: 98578.0 Gender: Male, JobTitle:IT, Age: 40, Education: College, Average Pay: 83450.0 Gender: Male, JobTitle:IT, Age: 40, Education: College, Average Pay: 117136.0 Gender: Male, JobTitle:IT, Age: 43, Education: College, Average Pay: 72003.0 Gender: Male, JobTitle:IT, Age: 43, Education: College, Average Pay: 107605.0 Gender: Male, JobTitle:IT, Age: 47, Education: PhD, Average Pay: 89097.0 Gender: Male, JobTitle:IT, Age: 50, Education: College, Average Pay: 88376.0 Gender: Male, JobTitle:IT, Age: 50, Education: Masters, Average Pay: 104929.0 Gender: Male, JobTitle:IT, Age: 51, Education: High School, Average Pay: 91872.0 Gender: Male, JobTitle:IT, Age: 52, Education: College, Average Pay: 99206.0 Gender: Male, JobTitle:IT, Age: 52, Education: Masters, Average Pay: 97374.0 Gender: Male, JobTitle:IT, Age: 53, Education: PhD, Average Pay: 136138.0 Gender: Male, JobTitle:IT, Age: 55, Education: College, Average Pay: 112174.0 Gender: Male, JobTitle:IT, Age: 55, Education: College, Average Pay: 136571.0 Gender: Male, JobTitle:IT, Age: 55, Education: Masters, Average Pay: 94643.0 Gender: Male, JobTitle:IT, Age: 57, Education: High School, Average Pay: 115117.0 Gender: Male, JobTitle:IT, Age: 58, Education: College, Average Pay: 138272.0 Gender: Male, JobTitle:IT, Age: 59, Education: Masters, Average Pay: 103591.0 Gender: Male, JobTitle:IT, Age: 59, Education: PhD, Average Pay: 86304.0 Gender: Male, JobTitle:IT, Age: 62, Education: Masters, Average Pay: 123206.0 Gender: Male, JobTitle:IT, Age: 62, Education: PhD, Average Pay: 108749.0 Gender: Male, JobTitle:IT, Age: 63, Education: Masters, Average Pay: 142160.0 Gender: Male, JobTitle:IT, Age: 64, Education: Masters, Average Pay: 95075.0 Gender: Male, JobTitle:IT, Age: 64, Education: PhD, Average Pay: 105560.0 Gender: Male, JobTitle:IT, Age: 65, Education: Masters, Average Pay: 171735.0 Gender: Male, JobTitle:Manager, Age: 18, Education: Masters, Average Pay: 120342.0 Gender: Male, JobTitle:Manager, Age: 19, Education: PhD, Average Pay: 128557.0 Gender: Male, JobTitle:Manager, Age: 20, Education: College, Average Pay: 115339.0 Gender: Male, JobTitle:Manager, Age: 20, Education: Masters, Average Pay: 106546.0 Gender: Male, JobTitle:Manager, Age: 20, Education: PhD, Average Pay: 119418.0 Gender: Male, JobTitle:Manager, Age: 21, Education: College, Average Pay: 118548.0 Gender: Male, JobTitle:Manager, Age: 21, Education: College, Average Pay: 128871.0 Gender: Male, JobTitle:Manager, Age: 21, Education: High School, Average Pay: 112143.0 Gender: Male, JobTitle:Manager, Age: 21, Education: PhD, Average Pay: 96221.0 Gender: Male, JobTitle:Manager, Age: 22, Education: College, Average Pay: 109433.0 Gender: Male, JobTitle:Manager, Age: 22, Education: Masters, Average Pay: 96955.0 Gender: Male, JobTitle:Manager, Age: 23, Education: College, Average Pay: 117347.0 Gender: Male, JobTitle:Manager, Age: 23, Education: Masters, Average Pay: 111329.0 Gender: Male, JobTitle:Manager, Age: 23, Education: PhD, Average Pay: 99501.0 Gender: Male, JobTitle:Manager, Age: 25, Education: College, Average Pay: 142378.0 Gender: Male, JobTitle:Manager, Age: 27, Education: High School, Average Pay: 90146.0 Gender: Male, JobTitle:Manager, Age: 28, Education: College, Average Pay: 111974.0 Gender: Male, JobTitle:Manager, Age: 29, Education: PhD, Average Pay: 156788.0 Gender: Male, JobTitle:Manager, Age: 30, Education: High School, Average Pay: 141578.0 Gender: Male, JobTitle:Manager, Age: 30, Education: PhD, Average Pay: 131052.0 Gender: Male, JobTitle:Manager, Age: 31, Education: College, Average Pay: 85050.0 Gender: Male, JobTitle:Manager, Age: 31, Education: PhD, Average Pay: 117934.0 Gender: Male, JobTitle:Manager, Age: 32, Education: High School, Average Pay: 123920.0 Gender: Male, JobTitle:Manager, Age: 32, Education: Masters, Average Pay: 125809.0 Gender: Male, JobTitle:Manager, Age: 33, Education: Masters, Average Pay: 97576.0 Gender: Male, JobTitle:Manager, Age: 36, Education: High School, Average Pay: 119403.0 Gender: Male, JobTitle:Manager, Age: 36, Education: Masters, Average Pay: 139664.0 Gender: Male, JobTitle:Manager, Age: 37, Education: Masters, Average Pay: 127085.0 Gender: Male, JobTitle:Manager, Age: 37, Education: PhD, Average Pay: 106209.0 Gender: Male, JobTitle:Manager, Age: 37, Education: PhD, Average Pay: 119702.0 Gender: Male, JobTitle:Manager, Age: 38, Education: Masters, Average Pay: 140172.0 Gender: Male, JobTitle:Manager, Age: 40, Education: College, Average Pay: 130327.0 Gender: Male, JobTitle:Manager, Age: 41, Education: College, Average Pay: 127264.0 Gender: Male, JobTitle:Manager, Age: 41, Education: Masters, Average Pay: 123506.0 Gender: Male, JobTitle:Manager, Age: 42, Education: College, Average Pay: 131358.0 Gender: Male, JobTitle:Manager, Age: 43, Education: PhD, Average Pay: 128688.0 Gender: Male, JobTitle:Manager, Age: 43, Education: PhD, Average Pay: 157327.0 Gender: Male, JobTitle:Manager, Age: 45, Education: High School, Average Pay: 132316.0 Gender: Male, JobTitle:Manager, Age: 46, Education: Masters, Average Pay: 114848.0 Gender: Male, JobTitle:Manager, Age: 47, Education: Masters, Average Pay: 160790.0 Gender: Male, JobTitle:Manager, Age: 48, Education: College, Average Pay: 117076.0 Gender: Male, JobTitle:Manager, Age: 48, Education: College, Average Pay: 145780.0 Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, Average Pay: 110217.0 Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, Average Pay: 151509.0 Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, Average Pay: 162967.0 Gender: Male, JobTitle:Manager, Age: 52, Education: High School, Average Pay: 111779.0 Gender: Male, JobTitle:Manager, Age: 52, Education: High School, Average Pay: 111781.0 Gender: Male, JobTitle:Manager, Age: 52, Education: High School, Average Pay: 118381.0 Gender: Male, JobTitle:Manager, Age: 53, Education: College, Average Pay: 127628.0 Gender: Male, JobTitle:Manager, Age: 53, Education: College, Average Pay: 130060.0 Gender: Male, JobTitle:Manager, Age: 55, Education: College, Average Pay: 158817.0 Gender: Male, JobTitle:Manager, Age: 55, Education: High School, Average Pay: 123257.0 Gender: Male, JobTitle:Manager, Age: 55, Education: High School, Average Pay: 167303.0 Gender: Male, JobTitle:Manager, Age: 56, Education: Masters, Average Pay: 155266.0 Gender: Male, JobTitle:Manager, Age: 56, Education: PhD, Average Pay: 156702.0 Gender: Male, JobTitle:Manager, Age: 57, Education: Masters, Average Pay: 141971.0 Gender: Male, JobTitle:Manager, Age: 57, Education: Masters, Average Pay: 149510.0 Gender: Male, JobTitle:Manager, Age: 57, Education: PhD, Average Pay: 156896.0 Gender: Male, JobTitle:Manager, Age: 58, Education: PhD, Average Pay: 184010.0 Gender: Male, JobTitle:Manager, Age: 59, Education: College, Average Pay: 133137.0 Gender: Male, JobTitle:Manager, Age: 59, Education: College, Average Pay: 139705.0 Gender: Male, JobTitle:Manager, Age: 59, Education: PhD, Average Pay: 129400.0 Gender: Male, JobTitle:Manager, Age: 59, Education: PhD, Average Pay: 183562.0 Gender: Male, JobTitle:Manager, Age: 60, Education: College, Average Pay: 135821.0 Gender: Male, JobTitle:Manager, Age: 60, Education: College, Average Pay: 154955.0 Gender: Male, JobTitle:Manager, Age: 60, Education: College, Average Pay: 164857.0 Gender: Male, JobTitle:Manager, Age: 60, Education: High School, Average Pay: 117493.0 Gender: Male, JobTitle:Manager, Age: 61, Education: College, Average Pay: 140906.0 Gender: Male, JobTitle:Manager, Age: 62, Education: College, Average Pay: 165250.0 Gender: Male, JobTitle:Manager, Age: 62, Education: PhD, Average Pay: 122413.0 Gender: Male, JobTitle:Manager, Age: 62, Education: PhD, Average Pay: 158567.0 Gender: Male, JobTitle:Manager, Age: 63, Education: Masters, Average Pay: 136509.0 Gender: Male, JobTitle:Marketing Associate, Age: 21, Education: College, Average Pay: 96310.0 Gender: Male, JobTitle:Marketing Associate, Age: 25, Education: College, Average Pay: 72077.0 Gender: Male, JobTitle:Marketing Associate, Age: 26, Education: High School, Average Pay: 86493.0 Gender: Male, JobTitle:Marketing Associate, Age: 27, Education: College, Average Pay: 61336.0 Gender: Male, JobTitle:Marketing Associate, Age: 33, Education: PhD, Average Pay: 58373.0 Gender: Male, JobTitle:Marketing Associate, Age: 40, Education: PhD, Average Pay: 122350.0 Gender: Male, JobTitle:Marketing Associate, Age: 42, Education: Masters, Average Pay: 115875.0 Gender: Male, JobTitle:Marketing Associate, Age: 47, Education: Masters, Average Pay: 94565.0 Gender: Male, JobTitle:Marketing Associate, Age: 47, Education: PhD, Average Pay: 97297.0 Gender: Male, JobTitle:Marketing Associate, Age: 49, Education: High School, Average Pay: 98202.0 Gender: Male, JobTitle:Marketing Associate, Age: 51, Education: PhD, Average Pay: 66900.0 Gender: Male, JobTitle:Sales Associate, Age: 18, Education: High School, Average Pay: 89142.0 Gender: Male, JobTitle:Sales Associate, Age: 18, Education: Masters, Average Pay: 65063.0 Gender: Male, JobTitle:Sales Associate, Age: 18, Education: Masters, Average Pay: 100133.0 Gender: Male, JobTitle:Sales Associate, Age: 19, Education: PhD, Average Pay: 80546.0 Gender: Male, JobTitle:Sales Associate, Age: 19, Education: PhD, Average Pay: 102701.0 Gender: Male, JobTitle:Sales Associate, Age: 20, Education: College, Average Pay: 44346.0 Gender: Male, JobTitle:Sales Associate, Age: 21, Education: High School, Average Pay: 99847.0 Gender: Male, JobTitle:Sales Associate, Age: 22, Education: High School, Average Pay: 67089.0 Gender: Male, JobTitle:Sales Associate, Age: 22, Education: High School, Average Pay: 75829.0 Gender: Male, JobTitle:Sales Associate, Age: 23, Education: High School, Average Pay: 93157.0 Gender: Male, JobTitle:Sales Associate, Age: 24, Education: High School, Average Pay: 75410.0 Gender: Male, JobTitle:Sales Associate, Age: 24, Education: PhD, Average Pay: 56309.0 Gender: Male, JobTitle:Sales Associate, Age: 26, Education: High School, Average Pay: 82698.0 Gender: Male, JobTitle:Sales Associate, Age: 28, Education: College, Average Pay: 94146.0 Gender: Male, JobTitle:Sales Associate, Age: 28, Education: Masters, Average Pay: 125689.0 Gender: Male, JobTitle:Sales Associate, Age: 28, Education: PhD, Average Pay: 61620.0 Gender: Male, JobTitle:Sales Associate, Age: 29, Education: Masters, Average Pay: 67510.0 Gender: Male, JobTitle:Sales Associate, Age: 30, Education: Masters, Average Pay: 124006.0 Gender: Male, JobTitle:Sales Associate, Age: 33, Education: Masters, Average Pay: 106795.0 Gender: Male, JobTitle:Sales Associate, Age: 35, Education: Masters, Average Pay: 113519.0 Gender: Male, JobTitle:Sales Associate, Age: 36, Education: High School, Average Pay: 55337.0 Gender: Male, JobTitle:Sales Associate, Age: 40, Education: High School, Average Pay: 89227.0 Gender: Male, JobTitle:Sales Associate, Age: 44, Education: Masters, Average Pay: 109276.0 Gender: Male, JobTitle:Sales Associate, Age: 45, Education: High School, Average Pay: 72076.0 Gender: Male, JobTitle:Sales Associate, Age: 46, Education: College, Average Pay: 100054.0 Gender: Male, JobTitle:Sales Associate, Age: 48, Education: Masters, Average Pay: 120383.0 Gender: Male, JobTitle:Sales Associate, Age: 49, Education: High School, Average Pay: 95858.0 Gender: Male, JobTitle:Sales Associate, Age: 49, Education: Masters, Average Pay: 105991.0 Gender: Male, JobTitle:Sales Associate, Age: 50, Education: Masters, Average Pay: 129924.0 Gender: Male, JobTitle:Sales Associate, Age: 51, Education: High School, Average Pay: 100171.0 Gender: Male, JobTitle:Sales Associate, Age: 51, Education: High School, Average Pay: 104773.0 Gender: Male, JobTitle:Sales Associate, Age: 51, Education: PhD, Average Pay: 116693.0 Gender: Male, JobTitle:Sales Associate, Age: 53, Education: Masters, Average Pay: 105833.0 Gender: Male, JobTitle:Sales Associate, Age: 54, Education: College, Average Pay: 95710.0 Gender: Male, JobTitle:Sales Associate, Age: 55, Education: College, Average Pay: 118877.0 Gender: Male, JobTitle:Sales Associate, Age: 56, Education: High School, Average Pay: 84775.0 Gender: Male, JobTitle:Sales Associate, Age: 56, Education: High School, Average Pay: 90570.0 Gender: Male, JobTitle:Sales Associate, Age: 57, Education: PhD, Average Pay: 116440.0 Gender: Male, JobTitle:Sales Associate, Age: 58, Education: High School, Average Pay: 143985.0 Gender: Male, JobTitle:Sales Associate, Age: 58, Education: PhD, Average Pay: 126326.0 Gender: Male, JobTitle:Sales Associate, Age: 58, Education: PhD, Average Pay: 136949.0 Gender: Male, JobTitle:Sales Associate, Age: 60, Education: College, Average Pay: 115970.0 Gender: Male, JobTitle:Sales Associate, Age: 60, Education: High School, Average Pay: 111999.0 Gender: Male, JobTitle:Sales Associate, Age: 61, Education: PhD, Average Pay: 110941.0 Gender: Male, JobTitle:Sales Associate, Age: 62, Education: College, Average Pay: 135228.0 Gender: Male, JobTitle:Sales Associate, Age: 62, Education: Masters, Average Pay: 104416.0 Gender: Male, JobTitle:Sales Associate, Age: 63, Education: High School, Average Pay: 93594.0 Gender: Male, JobTitle:Sales Associate, Age: 63, Education: Masters, Average Pay: 140119.0 Gender: Male, JobTitle:Sales Associate, Age: 63, Education: PhD, Average Pay: 136533.0 Gender: Male, JobTitle:Sales Associate, Age: 64, Education: High School, Average Pay: 125266.0 Gender: Male, JobTitle:Sales Associate, Age: 64, Education: PhD, Average Pay: 126722.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: College, Average Pay: 90300.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: High School, Average Pay: 59945.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: Masters, Average Pay: 95867.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: Masters, Average Pay: 98578.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: PhD, Average Pay: 107763.0 Gender: Male, JobTitle:Software Engineer, Age: 19, Education: Masters, Average Pay: 109923.0 Gender: Male, JobTitle:Software Engineer, Age: 19, Education: PhD, Average Pay: 98967.0 Gender: Male, JobTitle:Software Engineer, Age: 20, Education: Masters, Average Pay: 76496.0 Gender: Male, JobTitle:Software Engineer, Age: 20, Education: Masters, Average Pay: 118234.0 Gender: Male, JobTitle:Software Engineer, Age: 20, Education: PhD, Average Pay: 98932.0 Gender: Male, JobTitle:Software Engineer, Age: 21, Education: College, Average Pay: 119604.0 Gender: Male, JobTitle:Software Engineer, Age: 21, Education: High School, Average Pay: 69998.0 Gender: Male, JobTitle:Software Engineer, Age: 21, Education: High School, Average Pay: 101454.0 Gender: Male, JobTitle:Software Engineer, Age: 21, Education: PhD, Average Pay: 142448.0 Gender: Male, JobTitle:Software Engineer, Age: 22, Education: College, Average Pay: 71958.0 Gender: Male, JobTitle:Software Engineer, Age: 22, Education: Masters, Average Pay: 91232.0 Gender: Male, JobTitle:Software Engineer, Age: 23, Education: Masters, Average Pay: 102350.0 Gender: Male, JobTitle:Software Engineer, Age: 23, Education: PhD, Average Pay: 84135.0 Gender: Male, JobTitle:Software Engineer, Age: 24, Education: Masters, Average Pay: 87810.0 Gender: Male, JobTitle:Software Engineer, Age: 25, Education: High School, Average Pay: 86316.0 Gender: Male, JobTitle:Software Engineer, Age: 25, Education: High School, Average Pay: 107747.0 Gender: Male, JobTitle:Software Engineer, Age: 25, Education: Masters, Average Pay: 130317.0 Gender: Male, JobTitle:Software Engineer, Age: 26, Education: College, Average Pay: 85266.0 Gender: Male, JobTitle:Software Engineer, Age: 26, Education: High School, Average Pay: 67872.0 Gender: Male, JobTitle:Software Engineer, Age: 26, Education: PhD, Average Pay: 76850.0 Gender: Male, JobTitle:Software Engineer, Age: 27, Education: Masters, Average Pay: 73853.0 Gender: Male, JobTitle:Software Engineer, Age: 27, Education: PhD, Average Pay: 106090.0 Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, Average Pay: 83077.0 Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, Average Pay: 90168.0 Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, Average Pay: 91448.0 Gender: Male, JobTitle:Software Engineer, Age: 29, Education: Masters, Average Pay: 99345.0 Gender: Male, JobTitle:Software Engineer, Age: 30, Education: College, Average Pay: 83350.0 Gender: Male, JobTitle:Software Engineer, Age: 30, Education: College, Average Pay: 89515.0 Gender: Male, JobTitle:Software Engineer, Age: 30, Education: Masters, Average Pay: 119182.0 Gender: Male, JobTitle:Software Engineer, Age: 31, Education: College, Average Pay: 111728.0 Gender: Male, JobTitle:Software Engineer, Age: 31, Education: High School, Average Pay: 102022.0 Gender: Male, JobTitle:Software Engineer, Age: 31, Education: PhD, Average Pay: 97673.0 Gender: Male, JobTitle:Software Engineer, Age: 32, Education: College, Average Pay: 75979.0 Gender: Male, JobTitle:Software Engineer, Age: 32, Education: College, Average Pay: 133357.0 Gender: Male, JobTitle:Software Engineer, Age: 33, Education: PhD, Average Pay: 95787.0 Gender: Male, JobTitle:Software Engineer, Age: 35, Education: Masters, Average Pay: 117114.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: High School, Average Pay: 93014.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: High School, Average Pay: 113708.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, Average Pay: 89743.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, Average Pay: 97954.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, Average Pay: 100675.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, Average Pay: 140520.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: PhD, Average Pay: 120721.0 Gender: Male, JobTitle:Software Engineer, Age: 37, Education: High School, Average Pay: 85057.0 Gender: Male, JobTitle:Software Engineer, Age: 39, Education: High School, Average Pay: 114814.0 Gender: Male, JobTitle:Software Engineer, Age: 39, Education: PhD, Average Pay: 99796.0 Gender: Male, JobTitle:Software Engineer, Age: 40, Education: College, Average Pay: 76197.0 Gender: Male, JobTitle:Software Engineer, Age: 40, Education: High School, Average Pay: 103927.0 Gender: Male, JobTitle:Software Engineer, Age: 40, Education: Masters, Average Pay: 124786.0 Gender: Male, JobTitle:Software Engineer, Age: 40, Education: PhD, Average Pay: 121959.0 Gender: Male, JobTitle:Software Engineer, Age: 42, Education: College, Average Pay: 109124.0 Gender: Male, JobTitle:Software Engineer, Age: 42, Education: College, Average Pay: 120871.0 Gender: Male, JobTitle:Software Engineer, Age: 42, Education: Masters, Average Pay: 128320.0 Gender: Male, JobTitle:Software Engineer, Age: 43, Education: PhD, Average Pay: 109056.0 Gender: Male, JobTitle:Software Engineer, Age: 45, Education: High School, Average Pay: 86516.0 Gender: Male, JobTitle:Software Engineer, Age: 45, Education: Masters, Average Pay: 96282.0 Gender: Male, JobTitle:Software Engineer, Age: 47, Education: Masters, Average Pay: 131635.0 Gender: Male, JobTitle:Software Engineer, Age: 49, Education: Masters, Average Pay: 87737.0 Gender: Male, JobTitle:Software Engineer, Age: 49, Education: Masters, Average Pay: 151758.0 Gender: Male, JobTitle:Software Engineer, Age: 50, Education: PhD, Average Pay: 124172.0 Gender: Male, JobTitle:Software Engineer, Age: 51, Education: College, Average Pay: 121881.0 Gender: Male, JobTitle:Software Engineer, Age: 51, Education: Masters, Average Pay: 137195.0 Gender: Male, JobTitle:Software Engineer, Age: 52, Education: Masters, Average Pay: 147482.0 Gender: Male, JobTitle:Software Engineer, Age: 53, Education: High School, Average Pay: 94976.0 Gender: Male, JobTitle:Software Engineer, Age: 53, Education: High School, Average Pay: 112764.0 Gender: Male, JobTitle:Software Engineer, Age: 54, Education: PhD, Average Pay: 133817.0 Gender: Male, JobTitle:Software Engineer, Age: 55, Education: PhD, Average Pay: 126404.0 Gender: Male, JobTitle:Software Engineer, Age: 56, Education: College, Average Pay: 115140.0 Gender: Male, JobTitle:Software Engineer, Age: 56, Education: PhD, Average Pay: 148989.0 Gender: Male, JobTitle:Software Engineer, Age: 58, Education: High School, Average Pay: 127356.0 Gender: Male, JobTitle:Software Engineer, Age: 58, Education: Masters, Average Pay: 161343.0 Gender: Male, JobTitle:Software Engineer, Age: 59, Education: College, Average Pay: 163390.0 Gender: Male, JobTitle:Software Engineer, Age: 59, Education: High School, Average Pay: 132085.0 Gender: Male, JobTitle:Software Engineer, Age: 59, Education: Masters, Average Pay: 116520.0 Gender: Male, JobTitle:Software Engineer, Age: 59, Education: Masters, Average Pay: 162935.0 Gender: Male, JobTitle:Software Engineer, Age: 60, Education: High School, Average Pay: 109124.0 Gender: Male, JobTitle:Software Engineer, Age: 60, Education: Masters, Average Pay: 162262.0 Gender: Male, JobTitle:Software Engineer, Age: 60, Education: PhD, Average Pay: 131513.0 Gender: Male, JobTitle:Software Engineer, Age: 60, Education: PhD, Average Pay: 152071.0 Gender: Male, JobTitle:Software Engineer, Age: 62, Education: High School, Average Pay: 121857.0 Gender: Male, JobTitle:Software Engineer, Age: 62, Education: High School, Average Pay: 126860.0 Gender: Male, JobTitle:Software Engineer, Age: 62, Education: High School, Average Pay: 136182.0 Gender: Male, JobTitle:Software Engineer, Age: 62, Education: PhD, Average Pay: 142848.0 Gender: Male, JobTitle:Software Engineer, Age: 63, Education: College, Average Pay: 132198.0 Gender: Male, JobTitle:Software Engineer, Age: 63, Education: High School, Average Pay: 148350.0 Gender: Male, JobTitle:Software Engineer, Age: 63, Education: PhD, Average Pay: 140701.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: College, Average Pay: 128166.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: High School, Average Pay: 118727.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: High School, Average Pay: 125671.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: Masters, Average Pay: 111799.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: PhD, Average Pay: 143194.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: PhD, Average Pay: 162121.0 Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, Average Pay: 108534.0 Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, Average Pay: 126789.0 Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, Average Pay: 164521.0 Gender: Male, JobTitle:Software Engineer, Age: 65, Education: Masters, Average Pay: 142258.0 Gender: Male, JobTitle:Warehouse Associate, Age: 18, Education: College, Average Pay: 93041.0 Gender: Male, JobTitle:Warehouse Associate, Age: 19, Education: High School, Average Pay: 68926.0 Gender: Male, JobTitle:Warehouse Associate, Age: 21, Education: PhD, Average Pay: 58686.0 Gender: Male, JobTitle:Warehouse Associate, Age: 22, Education: Masters, Average Pay: 68087.0 Gender: Male, JobTitle:Warehouse Associate, Age: 23, Education: College, Average Pay: 89148.0 Gender: Male, JobTitle:Warehouse Associate, Age: 23, Education: High School, Average Pay: 98382.0 Gender: Male, JobTitle:Warehouse Associate, Age: 24, Education: College, Average Pay: 76591.0 Gender: Male, JobTitle:Warehouse Associate, Age: 24, Education: PhD, Average Pay: 94997.0 Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: College, Average Pay: 69304.0 Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: College, Average Pay: 75827.0 Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: Masters, Average Pay: 64457.0 Gender: Male, JobTitle:Warehouse Associate, Age: 26, Education: High School, Average Pay: 80224.0 Gender: Male, JobTitle:Warehouse Associate, Age: 28, Education: High School, Average Pay: 68412.0 Gender: Male, JobTitle:Warehouse Associate, Age: 31, Education: High School, Average Pay: 73929.0 Gender: Male, JobTitle:Warehouse Associate, Age: 33, Education: College, Average Pay: 84236.0 Gender: Male, JobTitle:Warehouse Associate, Age: 33, Education: College, Average Pay: 105985.0 Gender: Male, JobTitle:Warehouse Associate, Age: 34, Education: Masters, Average Pay: 50680.0 Gender: Male, JobTitle:Warehouse Associate, Age: 34, Education: PhD, Average Pay: 114448.0 Gender: Male, JobTitle:Warehouse Associate, Age: 35, Education: High School, Average Pay: 79092.0 Gender: Male, JobTitle:Warehouse Associate, Age: 36, Education: PhD, Average Pay: 117656.0 Gender: Male, JobTitle:Warehouse Associate, Age: 37, Education: High School, Average Pay: 91130.0 Gender: Male, JobTitle:Warehouse Associate, Age: 37, Education: Masters, Average Pay: 87575.0 Gender: Male, JobTitle:Warehouse Associate, Age: 38, Education: College, Average Pay: 90901.0 Gender: Male, JobTitle:Warehouse Associate, Age: 38, Education: High School, Average Pay: 88264.0 Gender: Male, JobTitle:Warehouse Associate, Age: 39, Education: PhD, Average Pay: 85886.0 Gender: Male, JobTitle:Warehouse Associate, Age: 40, Education: Masters, Average Pay: 111905.0 Gender: Male, JobTitle:Warehouse Associate, Age: 42, Education: PhD, Average Pay: 94774.0 Gender: Male, JobTitle:Warehouse Associate, Age: 45, Education: High School, Average Pay: 91844.0 Gender: Male, JobTitle:Warehouse Associate, Age: 46, Education: High School, Average Pay: 93318.0 Gender: Male, JobTitle:Warehouse Associate, Age: 46, Education: PhD, Average Pay: 85019.0 Gender: Male, JobTitle:Warehouse Associate, Age: 48, Education: College, Average Pay: 69172.0 Gender: Male, JobTitle:Warehouse Associate, Age: 48, Education: PhD, Average Pay: 78192.0 Gender: Male, JobTitle:Warehouse Associate, Age: 49, Education: High School, Average Pay: 117794.0 Gender: Male, JobTitle:Warehouse Associate, Age: 49, Education: PhD, Average Pay: 101201.0 Gender: Male, JobTitle:Warehouse Associate, Age: 50, Education: Masters, Average Pay: 96525.0 Gender: Male, JobTitle:Warehouse Associate, Age: 53, Education: College, Average Pay: 129719.0 Gender: Male, JobTitle:Warehouse Associate, Age: 53, Education: PhD, Average Pay: 135535.0 Gender: Male, JobTitle:Warehouse Associate, Age: 54, Education: Masters, Average Pay: 123546.0 Gender: Male, JobTitle:Warehouse Associate, Age: 56, Education: Masters, Average Pay: 83892.0 Gender: Male, JobTitle:Warehouse Associate, Age: 58, Education: College, Average Pay: 142205.0 Gender: Male, JobTitle:Warehouse Associate, Age: 61, Education: High School, Average Pay: 112025.0 Gender: Male, JobTitle:Warehouse Associate, Age: 61, Education: PhD, Average Pay: 133005.0 Gender: Male, JobTitle:Warehouse Associate, Age: 64, Education: High School, Average Pay: 122934.0 Gender: Male, JobTitle:Warehouse Associate, Age: 65, Education: High School, Average Pay: 109530.0
In [42]:
# Create an iterator for grouping the data by gender, jobtitle, age, education, and performance
groups = pay_gap.groupby(['Gender', 'JobTitle', 'Age', 'Education', 'PerfEval'])
In [43]:
# Iterate over the groups and calculate the average pay for each group
for group, data in groups:
avg_pay = data['TotalPay'].mean()
print(f"Gender: {group[0]}, JobTitle:{group[1]}, Age: {group[2]}, Education: {group[3]}, PerfEval: {group[4]}, Average Pay: {avg_pay}")
Gender: Female, JobTitle:Data Scientist, Age: 20, Education: High School, PerfEval: 3, Average Pay: 47688.0 Gender: Female, JobTitle:Data Scientist, Age: 21, Education: PhD, PerfEval: 1, Average Pay: 72633.0 Gender: Female, JobTitle:Data Scientist, Age: 21, Education: PhD, PerfEval: 5, Average Pay: 80676.0 Gender: Female, JobTitle:Data Scientist, Age: 22, Education: High School, PerfEval: 5, Average Pay: 84495.0 Gender: Female, JobTitle:Data Scientist, Age: 24, Education: College, PerfEval: 4, Average Pay: 79728.0 Gender: Female, JobTitle:Data Scientist, Age: 27, Education: High School, PerfEval: 1, Average Pay: 101877.0 Gender: Female, JobTitle:Data Scientist, Age: 29, Education: College, PerfEval: 4, Average Pay: 67397.0 Gender: Female, JobTitle:Data Scientist, Age: 29, Education: High School, PerfEval: 3, Average Pay: 81071.0 Gender: Female, JobTitle:Data Scientist, Age: 29, Education: High School, PerfEval: 4, Average Pay: 93132.0 Gender: Female, JobTitle:Data Scientist, Age: 30, Education: College, PerfEval: 5, Average Pay: 101905.0 Gender: Female, JobTitle:Data Scientist, Age: 31, Education: High School, PerfEval: 4, Average Pay: 63953.0 Gender: Female, JobTitle:Data Scientist, Age: 32, Education: College, PerfEval: 4, Average Pay: 87635.0 Gender: Female, JobTitle:Data Scientist, Age: 32, Education: PhD, PerfEval: 5, Average Pay: 55150.0 Gender: Female, JobTitle:Data Scientist, Age: 33, Education: College, PerfEval: 3, Average Pay: 80022.0 Gender: Female, JobTitle:Data Scientist, Age: 33, Education: High School, PerfEval: 2, Average Pay: 84837.0 Gender: Female, JobTitle:Data Scientist, Age: 33, Education: High School, PerfEval: 3, Average Pay: 78332.0 Gender: Female, JobTitle:Data Scientist, Age: 33, Education: Masters, PerfEval: 5, Average Pay: 99069.0 Gender: Female, JobTitle:Data Scientist, Age: 34, Education: PhD, PerfEval: 3, Average Pay: 89556.0 Gender: Female, JobTitle:Data Scientist, Age: 36, Education: High School, PerfEval: 3, Average Pay: 83645.0 Gender: Female, JobTitle:Data Scientist, Age: 37, Education: College, PerfEval: 2, Average Pay: 105044.0 Gender: Female, JobTitle:Data Scientist, Age: 37, Education: Masters, PerfEval: 4, Average Pay: 106220.0 Gender: Female, JobTitle:Data Scientist, Age: 38, Education: Masters, PerfEval: 5, Average Pay: 137135.0 Gender: Female, JobTitle:Data Scientist, Age: 39, Education: Masters, PerfEval: 3, Average Pay: 98486.0 Gender: Female, JobTitle:Data Scientist, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 99405.0 Gender: Female, JobTitle:Data Scientist, Age: 40, Education: Masters, PerfEval: 1, Average Pay: 105131.0 Gender: Female, JobTitle:Data Scientist, Age: 41, Education: PhD, PerfEval: 2, Average Pay: 104764.0 Gender: Female, JobTitle:Data Scientist, Age: 43, Education: PhD, PerfEval: 2, Average Pay: 111798.0 Gender: Female, JobTitle:Data Scientist, Age: 45, Education: Masters, PerfEval: 3, Average Pay: 136138.0 Gender: Female, JobTitle:Data Scientist, Age: 45, Education: PhD, PerfEval: 5, Average Pay: 123391.0 Gender: Female, JobTitle:Data Scientist, Age: 46, Education: College, PerfEval: 3, Average Pay: 113658.0 Gender: Female, JobTitle:Data Scientist, Age: 48, Education: College, PerfEval: 2, Average Pay: 85094.0 Gender: Female, JobTitle:Data Scientist, Age: 48, Education: Masters, PerfEval: 5, Average Pay: 107794.0 Gender: Female, JobTitle:Data Scientist, Age: 49, Education: College, PerfEval: 3, Average Pay: 133071.0 Gender: Female, JobTitle:Data Scientist, Age: 49, Education: College, PerfEval: 5, Average Pay: 79524.0 Gender: Female, JobTitle:Data Scientist, Age: 51, Education: PhD, PerfEval: 1, Average Pay: 144110.0 Gender: Female, JobTitle:Data Scientist, Age: 53, Education: Masters, PerfEval: 2, Average Pay: 89173.0 Gender: Female, JobTitle:Data Scientist, Age: 53, Education: Masters, PerfEval: 5, Average Pay: 142047.0 Gender: Female, JobTitle:Data Scientist, Age: 53, Education: PhD, PerfEval: 2, Average Pay: 107025.0 Gender: Female, JobTitle:Data Scientist, Age: 55, Education: Masters, PerfEval: 2, Average Pay: 143724.0 Gender: Female, JobTitle:Data Scientist, Age: 55, Education: Masters, PerfEval: 3, Average Pay: 128969.0 Gender: Female, JobTitle:Data Scientist, Age: 55, Education: PhD, PerfEval: 3, Average Pay: 113474.0 Gender: Female, JobTitle:Data Scientist, Age: 56, Education: College, PerfEval: 1, Average Pay: 129789.0 Gender: Female, JobTitle:Data Scientist, Age: 57, Education: High School, PerfEval: 4, Average Pay: 93964.0 Gender: Female, JobTitle:Data Scientist, Age: 57, Education: Masters, PerfEval: 3, Average Pay: 119460.0 Gender: Female, JobTitle:Data Scientist, Age: 57, Education: PhD, PerfEval: 1, Average Pay: 117887.0 Gender: Female, JobTitle:Data Scientist, Age: 57, Education: PhD, PerfEval: 4, Average Pay: 97265.0 Gender: Female, JobTitle:Data Scientist, Age: 58, Education: High School, PerfEval: 1, Average Pay: 144389.0 Gender: Female, JobTitle:Data Scientist, Age: 58, Education: PhD, PerfEval: 1, Average Pay: 126180.0 Gender: Female, JobTitle:Data Scientist, Age: 58, Education: PhD, PerfEval: 2, Average Pay: 113004.0 Gender: Female, JobTitle:Data Scientist, Age: 61, Education: Masters, PerfEval: 5, Average Pay: 104757.0 Gender: Female, JobTitle:Data Scientist, Age: 63, Education: High School, PerfEval: 2, Average Pay: 119980.0 Gender: Female, JobTitle:Data Scientist, Age: 64, Education: High School, PerfEval: 2, Average Pay: 91002.0 Gender: Female, JobTitle:Data Scientist, Age: 65, Education: PhD, PerfEval: 1, Average Pay: 124317.0 Gender: Female, JobTitle:Driver, Age: 18, Education: College, PerfEval: 5, Average Pay: 72883.0 Gender: Female, JobTitle:Driver, Age: 18, Education: Masters, PerfEval: 2, Average Pay: 78221.0 Gender: Female, JobTitle:Driver, Age: 18, Education: Masters, PerfEval: 4, Average Pay: 51237.0 Gender: Female, JobTitle:Driver, Age: 19, Education: College, PerfEval: 2, Average Pay: 84291.0 Gender: Female, JobTitle:Driver, Age: 19, Education: High School, PerfEval: 1, Average Pay: 81532.0 Gender: Female, JobTitle:Driver, Age: 20, Education: College, PerfEval: 1, Average Pay: 71830.0 Gender: Female, JobTitle:Driver, Age: 21, Education: College, PerfEval: 2, Average Pay: 99424.0 Gender: Female, JobTitle:Driver, Age: 21, Education: Masters, PerfEval: 4, Average Pay: 85757.0 Gender: Female, JobTitle:Driver, Age: 21, Education: PhD, PerfEval: 1, Average Pay: 95892.0 Gender: Female, JobTitle:Driver, Age: 22, Education: High School, PerfEval: 1, Average Pay: 64631.0 Gender: Female, JobTitle:Driver, Age: 24, Education: High School, PerfEval: 4, Average Pay: 101424.0 Gender: Female, JobTitle:Driver, Age: 28, Education: High School, PerfEval: 4, Average Pay: 71193.0 Gender: Female, JobTitle:Driver, Age: 31, Education: High School, PerfEval: 5, Average Pay: 71578.0 Gender: Female, JobTitle:Driver, Age: 31, Education: Masters, PerfEval: 3, Average Pay: 63685.0 Gender: Female, JobTitle:Driver, Age: 34, Education: High School, PerfEval: 2, Average Pay: 72872.0 Gender: Female, JobTitle:Driver, Age: 35, Education: College, PerfEval: 5, Average Pay: 81069.0 Gender: Female, JobTitle:Driver, Age: 36, Education: Masters, PerfEval: 1, Average Pay: 93179.0 Gender: Female, JobTitle:Driver, Age: 37, Education: Masters, PerfEval: 5, Average Pay: 73369.0 Gender: Female, JobTitle:Driver, Age: 38, Education: Masters, PerfEval: 3, Average Pay: 84305.0 Gender: Female, JobTitle:Driver, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 83303.0 Gender: Female, JobTitle:Driver, Age: 41, Education: Masters, PerfEval: 5, Average Pay: 82118.0 Gender: Female, JobTitle:Driver, Age: 42, Education: Masters, PerfEval: 1, Average Pay: 125182.0 Gender: Female, JobTitle:Driver, Age: 42, Education: Masters, PerfEval: 4, Average Pay: 115762.0 Gender: Female, JobTitle:Driver, Age: 45, Education: College, PerfEval: 1, Average Pay: 70405.0 Gender: Female, JobTitle:Driver, Age: 45, Education: PhD, PerfEval: 3, Average Pay: 83942.0 Gender: Female, JobTitle:Driver, Age: 47, Education: Masters, PerfEval: 2, Average Pay: 83177.0 Gender: Female, JobTitle:Driver, Age: 50, Education: College, PerfEval: 3, Average Pay: 97023.0 Gender: Female, JobTitle:Driver, Age: 50, Education: High School, PerfEval: 3, Average Pay: 92417.0 Gender: Female, JobTitle:Driver, Age: 51, Education: College, PerfEval: 5, Average Pay: 80112.0 Gender: Female, JobTitle:Driver, Age: 51, Education: PhD, PerfEval: 1, Average Pay: 101325.0 Gender: Female, JobTitle:Driver, Age: 52, Education: College, PerfEval: 4, Average Pay: 85416.0 Gender: Female, JobTitle:Driver, Age: 52, Education: High School, PerfEval: 4, Average Pay: 85009.0 Gender: Female, JobTitle:Driver, Age: 54, Education: College, PerfEval: 4, Average Pay: 95026.0 Gender: Female, JobTitle:Driver, Age: 55, Education: High School, PerfEval: 2, Average Pay: 107737.0 Gender: Female, JobTitle:Driver, Age: 55, Education: PhD, PerfEval: 3, Average Pay: 105523.0 Gender: Female, JobTitle:Driver, Age: 56, Education: PhD, PerfEval: 4, Average Pay: 108578.0 Gender: Female, JobTitle:Driver, Age: 58, Education: High School, PerfEval: 4, Average Pay: 137966.0 Gender: Female, JobTitle:Driver, Age: 60, Education: PhD, PerfEval: 2, Average Pay: 117219.0 Gender: Female, JobTitle:Driver, Age: 61, Education: College, PerfEval: 2, Average Pay: 115824.5 Gender: Female, JobTitle:Driver, Age: 61, Education: PhD, PerfEval: 2, Average Pay: 111266.0 Gender: Female, JobTitle:Driver, Age: 61, Education: PhD, PerfEval: 5, Average Pay: 137604.0 Gender: Female, JobTitle:Driver, Age: 62, Education: PhD, PerfEval: 4, Average Pay: 95194.0 Gender: Female, JobTitle:Driver, Age: 63, Education: High School, PerfEval: 3, Average Pay: 108934.0 Gender: Female, JobTitle:Driver, Age: 63, Education: Masters, PerfEval: 1, Average Pay: 118642.0 Gender: Female, JobTitle:Driver, Age: 65, Education: PhD, PerfEval: 1, Average Pay: 128177.0 Gender: Female, JobTitle:Financial Analyst, Age: 18, Education: High School, PerfEval: 2, Average Pay: 73443.0 Gender: Female, JobTitle:Financial Analyst, Age: 19, Education: College, PerfEval: 5, Average Pay: 92997.0 Gender: Female, JobTitle:Financial Analyst, Age: 20, Education: College, PerfEval: 1, Average Pay: 81664.0 Gender: Female, JobTitle:Financial Analyst, Age: 20, Education: High School, PerfEval: 3, Average Pay: 69376.0 Gender: Female, JobTitle:Financial Analyst, Age: 21, Education: Masters, PerfEval: 4, Average Pay: 100625.0 Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: College, PerfEval: 2, Average Pay: 108395.0 Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: High School, PerfEval: 1, Average Pay: 83682.0 Gender: Female, JobTitle:Financial Analyst, Age: 23, Education: PhD, PerfEval: 5, Average Pay: 99190.0 Gender: Female, JobTitle:Financial Analyst, Age: 24, Education: High School, PerfEval: 1, Average Pay: 85511.0 Gender: Female, JobTitle:Financial Analyst, Age: 26, Education: College, PerfEval: 3, Average Pay: 55174.0 Gender: Female, JobTitle:Financial Analyst, Age: 27, Education: High School, PerfEval: 4, Average Pay: 95119.0 Gender: Female, JobTitle:Financial Analyst, Age: 29, Education: Masters, PerfEval: 4, Average Pay: 96506.0 Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: High School, PerfEval: 4, Average Pay: 47661.0 Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: High School, PerfEval: 5, Average Pay: 119421.0 Gender: Female, JobTitle:Financial Analyst, Age: 30, Education: Masters, PerfEval: 4, Average Pay: 123255.0 Gender: Female, JobTitle:Financial Analyst, Age: 32, Education: High School, PerfEval: 1, Average Pay: 88730.0 Gender: Female, JobTitle:Financial Analyst, Age: 33, Education: PhD, PerfEval: 2, Average Pay: 56144.0 Gender: Female, JobTitle:Financial Analyst, Age: 35, Education: Masters, PerfEval: 4, Average Pay: 75211.0 Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: College, PerfEval: 3, Average Pay: 71927.0 Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: High School, PerfEval: 4, Average Pay: 128331.0 Gender: Female, JobTitle:Financial Analyst, Age: 36, Education: Masters, PerfEval: 5, Average Pay: 101131.0 Gender: Female, JobTitle:Financial Analyst, Age: 39, Education: College, PerfEval: 5, Average Pay: 84051.0 Gender: Female, JobTitle:Financial Analyst, Age: 41, Education: PhD, PerfEval: 2, Average Pay: 95954.0 Gender: Female, JobTitle:Financial Analyst, Age: 42, Education: College, PerfEval: 5, Average Pay: 122402.0 Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: College, PerfEval: 3, Average Pay: 122501.0 Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: High School, PerfEval: 5, Average Pay: 122269.0 Gender: Female, JobTitle:Financial Analyst, Age: 43, Education: PhD, PerfEval: 5, Average Pay: 125923.0 Gender: Female, JobTitle:Financial Analyst, Age: 45, Education: Masters, PerfEval: 2, Average Pay: 127577.0 Gender: Female, JobTitle:Financial Analyst, Age: 46, Education: College, PerfEval: 4, Average Pay: 124502.0 Gender: Female, JobTitle:Financial Analyst, Age: 47, Education: College, PerfEval: 1, Average Pay: 66955.0 Gender: Female, JobTitle:Financial Analyst, Age: 47, Education: High School, PerfEval: 5, Average Pay: 155151.0 Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: College, PerfEval: 1, Average Pay: 120818.0 Gender: Female, JobTitle:Financial Analyst, Age: 48, Education: Masters, PerfEval: 4, Average Pay: 136686.0 Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: College, PerfEval: 2, Average Pay: 96469.0 Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: Masters, PerfEval: 4, Average Pay: 133770.0 Gender: Female, JobTitle:Financial Analyst, Age: 49, Education: PhD, PerfEval: 1, Average Pay: 70167.0 Gender: Female, JobTitle:Financial Analyst, Age: 50, Education: PhD, PerfEval: 3, Average Pay: 99917.0 Gender: Female, JobTitle:Financial Analyst, Age: 52, Education: High School, PerfEval: 5, Average Pay: 107239.0 Gender: Female, JobTitle:Financial Analyst, Age: 53, Education: High School, PerfEval: 3, Average Pay: 98725.0 Gender: Female, JobTitle:Financial Analyst, Age: 54, Education: College, PerfEval: 2, Average Pay: 117939.0 Gender: Female, JobTitle:Financial Analyst, Age: 54, Education: Masters, PerfEval: 1, Average Pay: 93962.0 Gender: Female, JobTitle:Financial Analyst, Age: 58, Education: PhD, PerfEval: 3, Average Pay: 103060.0 Gender: Female, JobTitle:Financial Analyst, Age: 61, Education: Masters, PerfEval: 1, Average Pay: 142024.0 Gender: Female, JobTitle:Financial Analyst, Age: 62, Education: High School, PerfEval: 1, Average Pay: 103766.0 Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: College, PerfEval: 3, Average Pay: 101518.0 Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: Masters, PerfEval: 4, Average Pay: 103036.0 Gender: Female, JobTitle:Financial Analyst, Age: 63, Education: PhD, PerfEval: 3, Average Pay: 135437.0 Gender: Female, JobTitle:Financial Analyst, Age: 65, Education: High School, PerfEval: 1, Average Pay: 99310.0 Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: College, PerfEval: 2, Average Pay: 47695.0 Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: College, PerfEval: 5, Average Pay: 52301.0 Gender: Female, JobTitle:Graphic Designer, Age: 18, Education: PhD, PerfEval: 4, Average Pay: 87205.0 Gender: Female, JobTitle:Graphic Designer, Age: 20, Education: College, PerfEval: 5, Average Pay: 78126.0 Gender: Female, JobTitle:Graphic Designer, Age: 20, Education: Masters, PerfEval: 1, Average Pay: 60805.0 Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: College, PerfEval: 3, Average Pay: 64504.0 Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: Masters, PerfEval: 2, Average Pay: 113602.0 Gender: Female, JobTitle:Graphic Designer, Age: 22, Education: Masters, PerfEval: 4, Average Pay: 105174.0 Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: College, PerfEval: 5, Average Pay: 81197.0 Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: Masters, PerfEval: 2, Average Pay: 107253.0 Gender: Female, JobTitle:Graphic Designer, Age: 26, Education: PhD, PerfEval: 5, Average Pay: 84513.0 Gender: Female, JobTitle:Graphic Designer, Age: 27, Education: PhD, PerfEval: 4, Average Pay: 74590.0 Gender: Female, JobTitle:Graphic Designer, Age: 31, Education: College, PerfEval: 4, Average Pay: 90201.0 Gender: Female, JobTitle:Graphic Designer, Age: 33, Education: High School, PerfEval: 1, Average Pay: 67435.0 Gender: Female, JobTitle:Graphic Designer, Age: 33, Education: High School, PerfEval: 5, Average Pay: 122812.0 Gender: Female, JobTitle:Graphic Designer, Age: 34, Education: College, PerfEval: 1, Average Pay: 105294.0 Gender: Female, JobTitle:Graphic Designer, Age: 34, Education: PhD, PerfEval: 1, Average Pay: 81177.0 Gender: Female, JobTitle:Graphic Designer, Age: 35, Education: High School, PerfEval: 2, Average Pay: 105001.0 Gender: Female, JobTitle:Graphic Designer, Age: 37, Education: College, PerfEval: 4, Average Pay: 98933.0 Gender: Female, JobTitle:Graphic Designer, Age: 37, Education: Masters, PerfEval: 2, Average Pay: 109559.0 Gender: Female, JobTitle:Graphic Designer, Age: 38, Education: High School, PerfEval: 1, Average Pay: 114768.0 Gender: Female, JobTitle:Graphic Designer, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 128384.0 Gender: Female, JobTitle:Graphic Designer, Age: 40, Education: College, PerfEval: 3, Average Pay: 62461.0 Gender: Female, JobTitle:Graphic Designer, Age: 43, Education: PhD, PerfEval: 1, Average Pay: 84957.0 Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: College, PerfEval: 1, Average Pay: 94004.0 Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: High School, PerfEval: 4, Average Pay: 107929.0 Gender: Female, JobTitle:Graphic Designer, Age: 44, Education: Masters, PerfEval: 1, Average Pay: 75882.0 Gender: Female, JobTitle:Graphic Designer, Age: 45, Education: High School, PerfEval: 1, Average Pay: 80593.0 Gender: Female, JobTitle:Graphic Designer, Age: 47, Education: High School, PerfEval: 1, Average Pay: 113524.0 Gender: Female, JobTitle:Graphic Designer, Age: 48, Education: College, PerfEval: 4, Average Pay: 110926.0 Gender: Female, JobTitle:Graphic Designer, Age: 48, Education: High School, PerfEval: 1, Average Pay: 117311.0 Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: High School, PerfEval: 1, Average Pay: 99929.0 Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: PhD, PerfEval: 3, Average Pay: 127902.0 Gender: Female, JobTitle:Graphic Designer, Age: 49, Education: PhD, PerfEval: 4, Average Pay: 102584.0 Gender: Female, JobTitle:Graphic Designer, Age: 50, Education: Masters, PerfEval: 3, Average Pay: 81276.0 Gender: Female, JobTitle:Graphic Designer, Age: 51, Education: College, PerfEval: 5, Average Pay: 116843.0 Gender: Female, JobTitle:Graphic Designer, Age: 52, Education: College, PerfEval: 5, Average Pay: 73596.0 Gender: Female, JobTitle:Graphic Designer, Age: 55, Education: College, PerfEval: 2, Average Pay: 115915.0 Gender: Female, JobTitle:Graphic Designer, Age: 55, Education: College, PerfEval: 3, Average Pay: 125307.0 Gender: Female, JobTitle:Graphic Designer, Age: 57, Education: Masters, PerfEval: 2, Average Pay: 138666.0 Gender: Female, JobTitle:Graphic Designer, Age: 58, Education: PhD, PerfEval: 4, Average Pay: 116596.0 Gender: Female, JobTitle:Graphic Designer, Age: 59, Education: College, PerfEval: 2, Average Pay: 120171.0 Gender: Female, JobTitle:Graphic Designer, Age: 59, Education: PhD, PerfEval: 4, Average Pay: 133783.0 Gender: Female, JobTitle:Graphic Designer, Age: 61, Education: Masters, PerfEval: 1, Average Pay: 94348.0 Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, PerfEval: 1, Average Pay: 84963.0 Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, PerfEval: 2, Average Pay: 110738.0 Gender: Female, JobTitle:Graphic Designer, Age: 63, Education: College, PerfEval: 3, Average Pay: 134166.0 Gender: Female, JobTitle:Graphic Designer, Age: 65, Education: High School, PerfEval: 5, Average Pay: 138001.0 Gender: Female, JobTitle:IT, Age: 18, Education: Masters, PerfEval: 2, Average Pay: 50637.0 Gender: Female, JobTitle:IT, Age: 20, Education: PhD, PerfEval: 5, Average Pay: 81016.0 Gender: Female, JobTitle:IT, Age: 22, Education: High School, PerfEval: 5, Average Pay: 112335.0 Gender: Female, JobTitle:IT, Age: 22, Education: Masters, PerfEval: 4, Average Pay: 46223.0 Gender: Female, JobTitle:IT, Age: 26, Education: College, PerfEval: 2, Average Pay: 86972.0 Gender: Female, JobTitle:IT, Age: 26, Education: College, PerfEval: 5, Average Pay: 63410.0 Gender: Female, JobTitle:IT, Age: 26, Education: PhD, PerfEval: 1, Average Pay: 117115.0 Gender: Female, JobTitle:IT, Age: 27, Education: Masters, PerfEval: 1, Average Pay: 60009.0 Gender: Female, JobTitle:IT, Age: 28, Education: High School, PerfEval: 1, Average Pay: 45447.0 Gender: Female, JobTitle:IT, Age: 28, Education: PhD, PerfEval: 1, Average Pay: 110978.0 Gender: Female, JobTitle:IT, Age: 29, Education: Masters, PerfEval: 4, Average Pay: 80651.0 Gender: Female, JobTitle:IT, Age: 30, Education: Masters, PerfEval: 4, Average Pay: 89182.0 Gender: Female, JobTitle:IT, Age: 32, Education: High School, PerfEval: 2, Average Pay: 64613.0 Gender: Female, JobTitle:IT, Age: 33, Education: College, PerfEval: 5, Average Pay: 94047.0 Gender: Female, JobTitle:IT, Age: 34, Education: College, PerfEval: 5, Average Pay: 62490.0 Gender: Female, JobTitle:IT, Age: 36, Education: PhD, PerfEval: 3, Average Pay: 82229.0 Gender: Female, JobTitle:IT, Age: 37, Education: High School, PerfEval: 3, Average Pay: 62570.0 Gender: Female, JobTitle:IT, Age: 38, Education: College, PerfEval: 5, Average Pay: 122896.0 Gender: Female, JobTitle:IT, Age: 38, Education: High School, PerfEval: 4, Average Pay: 82935.0 Gender: Female, JobTitle:IT, Age: 41, Education: High School, PerfEval: 5, Average Pay: 108635.0 Gender: Female, JobTitle:IT, Age: 42, Education: College, PerfEval: 5, Average Pay: 92449.0 Gender: Female, JobTitle:IT, Age: 42, Education: High School, PerfEval: 3, Average Pay: 76173.0 Gender: Female, JobTitle:IT, Age: 43, Education: Masters, PerfEval: 3, Average Pay: 101406.0 Gender: Female, JobTitle:IT, Age: 43, Education: PhD, PerfEval: 5, Average Pay: 136681.0 Gender: Female, JobTitle:IT, Age: 44, Education: High School, PerfEval: 1, Average Pay: 134495.0 Gender: Female, JobTitle:IT, Age: 44, Education: PhD, PerfEval: 2, Average Pay: 137946.0 Gender: Female, JobTitle:IT, Age: 45, Education: College, PerfEval: 4, Average Pay: 78250.0 Gender: Female, JobTitle:IT, Age: 45, Education: PhD, PerfEval: 2, Average Pay: 118687.0 Gender: Female, JobTitle:IT, Age: 46, Education: High School, PerfEval: 4, Average Pay: 105633.0 Gender: Female, JobTitle:IT, Age: 46, Education: PhD, PerfEval: 5, Average Pay: 110554.0 Gender: Female, JobTitle:IT, Age: 47, Education: PhD, PerfEval: 1, Average Pay: 103415.0 Gender: Female, JobTitle:IT, Age: 47, Education: PhD, PerfEval: 2, Average Pay: 108952.0 Gender: Female, JobTitle:IT, Age: 48, Education: High School, PerfEval: 3, Average Pay: 67418.0 Gender: Female, JobTitle:IT, Age: 48, Education: PhD, PerfEval: 5, Average Pay: 97009.0 Gender: Female, JobTitle:IT, Age: 49, Education: College, PerfEval: 4, Average Pay: 81331.0 Gender: Female, JobTitle:IT, Age: 49, Education: College, PerfEval: 5, Average Pay: 117163.0 Gender: Female, JobTitle:IT, Age: 53, Education: High School, PerfEval: 1, Average Pay: 114932.0 Gender: Female, JobTitle:IT, Age: 54, Education: High School, PerfEval: 1, Average Pay: 116490.0 Gender: Female, JobTitle:IT, Age: 54, Education: Masters, PerfEval: 2, Average Pay: 101732.0 Gender: Female, JobTitle:IT, Age: 56, Education: Masters, PerfEval: 3, Average Pay: 107874.0 Gender: Female, JobTitle:IT, Age: 57, Education: High School, PerfEval: 2, Average Pay: 68694.0 Gender: Female, JobTitle:IT, Age: 58, Education: High School, PerfEval: 2, Average Pay: 127947.0 Gender: Female, JobTitle:IT, Age: 59, Education: College, PerfEval: 1, Average Pay: 112668.0 Gender: Female, JobTitle:IT, Age: 59, Education: PhD, PerfEval: 1, Average Pay: 96165.0 Gender: Female, JobTitle:IT, Age: 60, Education: Masters, PerfEval: 3, Average Pay: 109125.0 Gender: Female, JobTitle:IT, Age: 62, Education: College, PerfEval: 3, Average Pay: 132402.0 Gender: Female, JobTitle:IT, Age: 62, Education: College, PerfEval: 4, Average Pay: 111885.5 Gender: Female, JobTitle:IT, Age: 65, Education: Masters, PerfEval: 1, Average Pay: 108986.0 Gender: Female, JobTitle:IT, Age: 65, Education: Masters, PerfEval: 5, Average Pay: 129159.0 Gender: Female, JobTitle:Manager, Age: 24, Education: PhD, PerfEval: 3, Average Pay: 112658.0 Gender: Female, JobTitle:Manager, Age: 25, Education: Masters, PerfEval: 1, Average Pay: 125414.0 Gender: Female, JobTitle:Manager, Age: 28, Education: High School, PerfEval: 1, Average Pay: 109291.0 Gender: Female, JobTitle:Manager, Age: 32, Education: PhD, PerfEval: 2, Average Pay: 121261.0 Gender: Female, JobTitle:Manager, Age: 32, Education: PhD, PerfEval: 5, Average Pay: 107462.0 Gender: Female, JobTitle:Manager, Age: 34, Education: Masters, PerfEval: 3, Average Pay: 113817.0 Gender: Female, JobTitle:Manager, Age: 41, Education: PhD, PerfEval: 3, Average Pay: 119821.0 Gender: Female, JobTitle:Manager, Age: 42, Education: High School, PerfEval: 1, Average Pay: 123614.0 Gender: Female, JobTitle:Manager, Age: 45, Education: High School, PerfEval: 1, Average Pay: 155013.0 Gender: Female, JobTitle:Manager, Age: 45, Education: High School, PerfEval: 2, Average Pay: 150486.0 Gender: Female, JobTitle:Manager, Age: 47, Education: High School, PerfEval: 1, Average Pay: 110875.0 Gender: Female, JobTitle:Manager, Age: 53, Education: High School, PerfEval: 4, Average Pay: 137199.0 Gender: Female, JobTitle:Manager, Age: 55, Education: High School, PerfEval: 1, Average Pay: 138462.0 Gender: Female, JobTitle:Manager, Age: 57, Education: Masters, PerfEval: 1, Average Pay: 148984.0 Gender: Female, JobTitle:Manager, Age: 59, Education: High School, PerfEval: 2, Average Pay: 139818.0 Gender: Female, JobTitle:Manager, Age: 60, Education: PhD, PerfEval: 4, Average Pay: 168968.0 Gender: Female, JobTitle:Manager, Age: 62, Education: Masters, PerfEval: 4, Average Pay: 157627.0 Gender: Female, JobTitle:Marketing Associate, Age: 18, Education: High School, PerfEval: 3, Average Pay: 40828.0 Gender: Female, JobTitle:Marketing Associate, Age: 18, Education: Masters, PerfEval: 2, Average Pay: 81790.0 Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: College, PerfEval: 2, Average Pay: 44692.0 Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: College, PerfEval: 4, Average Pay: 77863.0 Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: Masters, PerfEval: 5, Average Pay: 85765.0 Gender: Female, JobTitle:Marketing Associate, Age: 20, Education: PhD, PerfEval: 3, Average Pay: 68343.0 Gender: Female, JobTitle:Marketing Associate, Age: 22, Education: PhD, PerfEval: 4, Average Pay: 44638.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: College, PerfEval: 1, Average Pay: 59680.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: High School, PerfEval: 1, Average Pay: 52568.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: Masters, PerfEval: 4, Average Pay: 67847.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: PhD, PerfEval: 3, Average Pay: 69009.0 Gender: Female, JobTitle:Marketing Associate, Age: 23, Education: PhD, PerfEval: 5, Average Pay: 55695.0 Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: High School, PerfEval: 3, Average Pay: 55918.0 Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: Masters, PerfEval: 3, Average Pay: 89752.0 Gender: Female, JobTitle:Marketing Associate, Age: 24, Education: PhD, PerfEval: 3, Average Pay: 64926.0 Gender: Female, JobTitle:Marketing Associate, Age: 25, Education: High School, PerfEval: 1, Average Pay: 44722.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: College, PerfEval: 2, Average Pay: 67980.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: College, PerfEval: 4, Average Pay: 72592.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: High School, PerfEval: 1, Average Pay: 40958.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: High School, PerfEval: 2, Average Pay: 64148.0 Gender: Female, JobTitle:Marketing Associate, Age: 26, Education: PhD, PerfEval: 5, Average Pay: 89539.0 Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, PerfEval: 4, Average Pay: 86753.0 Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: High School, PerfEval: 5, Average Pay: 53192.0 Gender: Female, JobTitle:Marketing Associate, Age: 27, Education: PhD, PerfEval: 5, Average Pay: 83691.0 Gender: Female, JobTitle:Marketing Associate, Age: 28, Education: Masters, PerfEval: 1, Average Pay: 78124.0 Gender: Female, JobTitle:Marketing Associate, Age: 29, Education: Masters, PerfEval: 4, Average Pay: 98640.0 Gender: Female, JobTitle:Marketing Associate, Age: 30, Education: Masters, PerfEval: 3, Average Pay: 44013.0 Gender: Female, JobTitle:Marketing Associate, Age: 31, Education: High School, PerfEval: 1, Average Pay: 58116.0 Gender: Female, JobTitle:Marketing Associate, Age: 32, Education: College, PerfEval: 2, Average Pay: 78442.0 Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, PerfEval: 1, Average Pay: 86094.0 Gender: Female, JobTitle:Marketing Associate, Age: 33, Education: High School, PerfEval: 5, Average Pay: 56703.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: College, PerfEval: 1, Average Pay: 43358.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: College, PerfEval: 4, Average Pay: 56801.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: High School, PerfEval: 3, Average Pay: 86903.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: High School, PerfEval: 5, Average Pay: 105154.0 Gender: Female, JobTitle:Marketing Associate, Age: 34, Education: Masters, PerfEval: 5, Average Pay: 60461.0 Gender: Female, JobTitle:Marketing Associate, Age: 35, Education: Masters, PerfEval: 4, Average Pay: 66123.0 Gender: Female, JobTitle:Marketing Associate, Age: 35, Education: PhD, PerfEval: 5, Average Pay: 106940.0 Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: High School, PerfEval: 4, Average Pay: 99340.0 Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: Masters, PerfEval: 3, Average Pay: 82495.0 Gender: Female, JobTitle:Marketing Associate, Age: 36, Education: PhD, PerfEval: 3, Average Pay: 90080.0 Gender: Female, JobTitle:Marketing Associate, Age: 37, Education: PhD, PerfEval: 4, Average Pay: 93603.0 Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: High School, PerfEval: 2, Average Pay: 77536.0 Gender: Female, JobTitle:Marketing Associate, Age: 38, Education: PhD, PerfEval: 1, Average Pay: 69019.5 Gender: Female, JobTitle:Marketing Associate, Age: 39, Education: College, PerfEval: 5, Average Pay: 112552.0 Gender: Female, JobTitle:Marketing Associate, Age: 40, Education: Masters, PerfEval: 1, Average Pay: 104286.0 Gender: Female, JobTitle:Marketing Associate, Age: 40, Education: Masters, PerfEval: 5, Average Pay: 70096.0 Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: College, PerfEval: 4, Average Pay: 82769.0 Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: High School, PerfEval: 3, Average Pay: 44030.0 Gender: Female, JobTitle:Marketing Associate, Age: 41, Education: PhD, PerfEval: 1, Average Pay: 112862.0 Gender: Female, JobTitle:Marketing Associate, Age: 42, Education: College, PerfEval: 2, Average Pay: 93033.0 Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: High School, PerfEval: 1, Average Pay: 94980.0 Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: High School, PerfEval: 5, Average Pay: 65008.0 Gender: Female, JobTitle:Marketing Associate, Age: 44, Education: PhD, PerfEval: 2, Average Pay: 72440.0 Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: College, PerfEval: 3, Average Pay: 91843.0 Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: High School, PerfEval: 2, Average Pay: 64882.0 Gender: Female, JobTitle:Marketing Associate, Age: 45, Education: Masters, PerfEval: 3, Average Pay: 81431.0 Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: College, PerfEval: 1, Average Pay: 57936.0 Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: College, PerfEval: 3, Average Pay: 92055.0 Gender: Female, JobTitle:Marketing Associate, Age: 46, Education: PhD, PerfEval: 4, Average Pay: 76374.0 Gender: Female, JobTitle:Marketing Associate, Age: 48, Education: College, PerfEval: 1, Average Pay: 90978.0 Gender: Female, JobTitle:Marketing Associate, Age: 48, Education: High School, PerfEval: 2, Average Pay: 90750.0 Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: College, PerfEval: 4, Average Pay: 109841.0 Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: High School, PerfEval: 5, Average Pay: 104592.0 Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: Masters, PerfEval: 4, Average Pay: 83468.0 Gender: Female, JobTitle:Marketing Associate, Age: 49, Education: PhD, PerfEval: 4, Average Pay: 111910.0 Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: High School, PerfEval: 5, Average Pay: 77840.0 Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: Masters, PerfEval: 3, Average Pay: 99849.0 Gender: Female, JobTitle:Marketing Associate, Age: 50, Education: PhD, PerfEval: 5, Average Pay: 89835.0 Gender: Female, JobTitle:Marketing Associate, Age: 51, Education: High School, PerfEval: 2, Average Pay: 83690.0 Gender: Female, JobTitle:Marketing Associate, Age: 52, Education: High School, PerfEval: 3, Average Pay: 100431.0 Gender: Female, JobTitle:Marketing Associate, Age: 52, Education: PhD, PerfEval: 1, Average Pay: 101584.0 Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: College, PerfEval: 5, Average Pay: 73373.0 Gender: Female, JobTitle:Marketing Associate, Age: 53, Education: Masters, PerfEval: 1, Average Pay: 93249.5 Gender: Female, JobTitle:Marketing Associate, Age: 54, Education: PhD, PerfEval: 3, Average Pay: 119967.0 Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: College, PerfEval: 2, Average Pay: 74739.0 Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: High School, PerfEval: 3, Average Pay: 67393.0 Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: High School, PerfEval: 4, Average Pay: 77599.0 Gender: Female, JobTitle:Marketing Associate, Age: 55, Education: Masters, PerfEval: 4, Average Pay: 78479.0 Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: High School, PerfEval: 2, Average Pay: 98015.25 Gender: Female, JobTitle:Marketing Associate, Age: 56, Education: Masters, PerfEval: 2, Average Pay: 103985.0 Gender: Female, JobTitle:Marketing Associate, Age: 57, Education: College, PerfEval: 4, Average Pay: 86667.0 Gender: Female, JobTitle:Marketing Associate, Age: 58, Education: High School, PerfEval: 2, Average Pay: 64198.0 Gender: Female, JobTitle:Marketing Associate, Age: 58, Education: Masters, PerfEval: 3, Average Pay: 115809.0 Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: College, PerfEval: 1, Average Pay: 65394.0 Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: High School, PerfEval: 1, Average Pay: 101838.0 Gender: Female, JobTitle:Marketing Associate, Age: 59, Education: Masters, PerfEval: 1, Average Pay: 95748.0 Gender: Female, JobTitle:Marketing Associate, Age: 60, Education: College, PerfEval: 1, Average Pay: 119672.0 Gender: Female, JobTitle:Marketing Associate, Age: 61, Education: High School, PerfEval: 1, Average Pay: 65914.0 Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: College, PerfEval: 4, Average Pay: 82108.0 Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: Masters, PerfEval: 3, Average Pay: 83172.0 Gender: Female, JobTitle:Marketing Associate, Age: 62, Education: PhD, PerfEval: 3, Average Pay: 128695.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: College, PerfEval: 1, Average Pay: 110679.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: College, PerfEval: 4, Average Pay: 106326.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, PerfEval: 1, Average Pay: 88030.0 Gender: Female, JobTitle:Marketing Associate, Age: 64, Education: PhD, PerfEval: 5, Average Pay: 119641.0 Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: High School, PerfEval: 3, Average Pay: 103985.0 Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: Masters, PerfEval: 1, Average Pay: 82673.0 Gender: Female, JobTitle:Marketing Associate, Age: 65, Education: Masters, PerfEval: 3, Average Pay: 111933.0 Gender: Female, JobTitle:Sales Associate, Age: 18, Education: Masters, PerfEval: 1, Average Pay: 69887.0 Gender: Female, JobTitle:Sales Associate, Age: 19, Education: College, PerfEval: 1, Average Pay: 95446.0 Gender: Female, JobTitle:Sales Associate, Age: 21, Education: College, PerfEval: 2, Average Pay: 92511.0 Gender: Female, JobTitle:Sales Associate, Age: 24, Education: High School, PerfEval: 1, Average Pay: 71901.0 Gender: Female, JobTitle:Sales Associate, Age: 24, Education: Masters, PerfEval: 2, Average Pay: 83422.0 Gender: Female, JobTitle:Sales Associate, Age: 27, Education: College, PerfEval: 2, Average Pay: 72180.0 Gender: Female, JobTitle:Sales Associate, Age: 28, Education: PhD, PerfEval: 3, Average Pay: 96981.0 Gender: Female, JobTitle:Sales Associate, Age: 29, Education: High School, PerfEval: 3, Average Pay: 72131.0 Gender: Female, JobTitle:Sales Associate, Age: 29, Education: PhD, PerfEval: 3, Average Pay: 63240.0 Gender: Female, JobTitle:Sales Associate, Age: 30, Education: High School, PerfEval: 3, Average Pay: 98562.0 Gender: Female, JobTitle:Sales Associate, Age: 31, Education: College, PerfEval: 5, Average Pay: 62149.0 Gender: Female, JobTitle:Sales Associate, Age: 31, Education: High School, PerfEval: 3, Average Pay: 84364.0 Gender: Female, JobTitle:Sales Associate, Age: 32, Education: PhD, PerfEval: 2, Average Pay: 94061.0 Gender: Female, JobTitle:Sales Associate, Age: 33, Education: College, PerfEval: 2, Average Pay: 93848.0 Gender: Female, JobTitle:Sales Associate, Age: 33, Education: High School, PerfEval: 5, Average Pay: 91875.0 Gender: Female, JobTitle:Sales Associate, Age: 34, Education: High School, PerfEval: 1, Average Pay: 109048.0 Gender: Female, JobTitle:Sales Associate, Age: 34, Education: High School, PerfEval: 3, Average Pay: 115779.0 Gender: Female, JobTitle:Sales Associate, Age: 35, Education: College, PerfEval: 2, Average Pay: 93487.0 Gender: Female, JobTitle:Sales Associate, Age: 35, Education: College, PerfEval: 5, Average Pay: 116465.0 Gender: Female, JobTitle:Sales Associate, Age: 35, Education: PhD, PerfEval: 4, Average Pay: 92049.0 Gender: Female, JobTitle:Sales Associate, Age: 40, Education: Masters, PerfEval: 4, Average Pay: 101827.0 Gender: Female, JobTitle:Sales Associate, Age: 41, Education: College, PerfEval: 2, Average Pay: 66005.0 Gender: Female, JobTitle:Sales Associate, Age: 44, Education: High School, PerfEval: 2, Average Pay: 87049.0 Gender: Female, JobTitle:Sales Associate, Age: 46, Education: Masters, PerfEval: 2, Average Pay: 88379.0 Gender: Female, JobTitle:Sales Associate, Age: 47, Education: College, PerfEval: 3, Average Pay: 101415.0 Gender: Female, JobTitle:Sales Associate, Age: 47, Education: PhD, PerfEval: 1, Average Pay: 121263.0 Gender: Female, JobTitle:Sales Associate, Age: 50, Education: Masters, PerfEval: 1, Average Pay: 110171.0 Gender: Female, JobTitle:Sales Associate, Age: 51, Education: Masters, PerfEval: 5, Average Pay: 81204.0 Gender: Female, JobTitle:Sales Associate, Age: 52, Education: High School, PerfEval: 1, Average Pay: 98118.0 Gender: Female, JobTitle:Sales Associate, Age: 52, Education: Masters, PerfEval: 5, Average Pay: 91336.0 Gender: Female, JobTitle:Sales Associate, Age: 53, Education: Masters, PerfEval: 4, Average Pay: 137001.0 Gender: Female, JobTitle:Sales Associate, Age: 57, Education: High School, PerfEval: 2, Average Pay: 122270.0 Gender: Female, JobTitle:Sales Associate, Age: 57, Education: Masters, PerfEval: 1, Average Pay: 105064.0 Gender: Female, JobTitle:Sales Associate, Age: 57, Education: Masters, PerfEval: 5, Average Pay: 107301.0 Gender: Female, JobTitle:Sales Associate, Age: 58, Education: College, PerfEval: 1, Average Pay: 90248.0 Gender: Female, JobTitle:Sales Associate, Age: 60, Education: PhD, PerfEval: 2, Average Pay: 135111.0 Gender: Female, JobTitle:Sales Associate, Age: 61, Education: College, PerfEval: 2, Average Pay: 101057.0 Gender: Female, JobTitle:Sales Associate, Age: 61, Education: High School, PerfEval: 2, Average Pay: 86961.0 Gender: Female, JobTitle:Sales Associate, Age: 61, Education: PhD, PerfEval: 3, Average Pay: 138145.0 Gender: Female, JobTitle:Sales Associate, Age: 62, Education: College, PerfEval: 5, Average Pay: 100925.0 Gender: Female, JobTitle:Sales Associate, Age: 63, Education: PhD, PerfEval: 4, Average Pay: 135113.0 Gender: Female, JobTitle:Sales Associate, Age: 65, Education: PhD, PerfEval: 2, Average Pay: 146719.0 Gender: Female, JobTitle:Software Engineer, Age: 22, Education: Masters, PerfEval: 4, Average Pay: 96986.0 Gender: Female, JobTitle:Software Engineer, Age: 27, Education: High School, PerfEval: 4, Average Pay: 73500.0 Gender: Female, JobTitle:Software Engineer, Age: 28, Education: College, PerfEval: 3, Average Pay: 121218.0 Gender: Female, JobTitle:Software Engineer, Age: 28, Education: PhD, PerfEval: 3, Average Pay: 112146.0 Gender: Female, JobTitle:Software Engineer, Age: 36, Education: PhD, PerfEval: 1, Average Pay: 82838.0 Gender: Female, JobTitle:Software Engineer, Age: 41, Education: PhD, PerfEval: 4, Average Pay: 94622.0 Gender: Female, JobTitle:Software Engineer, Age: 57, Education: College, PerfEval: 1, Average Pay: 119455.0 Gender: Female, JobTitle:Software Engineer, Age: 57, Education: High School, PerfEval: 2, Average Pay: 108414.0 Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: College, PerfEval: 4, Average Pay: 73886.0 Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: High School, PerfEval: 4, Average Pay: 45662.0 Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: Masters, PerfEval: 2, Average Pay: 84991.0 Gender: Female, JobTitle:Warehouse Associate, Age: 19, Education: PhD, PerfEval: 4, Average Pay: 99476.0 Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: College, PerfEval: 3, Average Pay: 85010.0 Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: High School, PerfEval: 2, Average Pay: 98707.0 Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: Masters, PerfEval: 2, Average Pay: 74253.0 Gender: Female, JobTitle:Warehouse Associate, Age: 22, Education: PhD, PerfEval: 1, Average Pay: 121023.0 Gender: Female, JobTitle:Warehouse Associate, Age: 24, Education: College, PerfEval: 5, Average Pay: 109494.0 Gender: Female, JobTitle:Warehouse Associate, Age: 24, Education: High School, PerfEval: 3, Average Pay: 72877.0 Gender: Female, JobTitle:Warehouse Associate, Age: 25, Education: Masters, PerfEval: 3, Average Pay: 88939.0 Gender: Female, JobTitle:Warehouse Associate, Age: 25, Education: Masters, PerfEval: 4, Average Pay: 101969.0 Gender: Female, JobTitle:Warehouse Associate, Age: 28, Education: Masters, PerfEval: 4, Average Pay: 70000.0 Gender: Female, JobTitle:Warehouse Associate, Age: 30, Education: Masters, PerfEval: 5, Average Pay: 95803.0 Gender: Female, JobTitle:Warehouse Associate, Age: 31, Education: PhD, PerfEval: 4, Average Pay: 111478.0 Gender: Female, JobTitle:Warehouse Associate, Age: 34, Education: High School, PerfEval: 4, Average Pay: 63911.0 Gender: Female, JobTitle:Warehouse Associate, Age: 34, Education: PhD, PerfEval: 2, Average Pay: 121179.0 Gender: Female, JobTitle:Warehouse Associate, Age: 35, Education: PhD, PerfEval: 5, Average Pay: 105329.0 Gender: Female, JobTitle:Warehouse Associate, Age: 36, Education: College, PerfEval: 4, Average Pay: 83172.0 Gender: Female, JobTitle:Warehouse Associate, Age: 37, Education: High School, PerfEval: 3, Average Pay: 100732.0 Gender: Female, JobTitle:Warehouse Associate, Age: 38, Education: College, PerfEval: 3, Average Pay: 101571.0 Gender: Female, JobTitle:Warehouse Associate, Age: 39, Education: College, PerfEval: 5, Average Pay: 87382.0 Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: College, PerfEval: 3, Average Pay: 98977.0 Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: College, PerfEval: 5, Average Pay: 92017.0 Gender: Female, JobTitle:Warehouse Associate, Age: 41, Education: Masters, PerfEval: 4, Average Pay: 97867.0 Gender: Female, JobTitle:Warehouse Associate, Age: 42, Education: Masters, PerfEval: 3, Average Pay: 96636.0 Gender: Female, JobTitle:Warehouse Associate, Age: 42, Education: PhD, PerfEval: 1, Average Pay: 131262.0 Gender: Female, JobTitle:Warehouse Associate, Age: 44, Education: High School, PerfEval: 3, Average Pay: 85839.0 Gender: Female, JobTitle:Warehouse Associate, Age: 45, Education: High School, PerfEval: 1, Average Pay: 112047.0 Gender: Female, JobTitle:Warehouse Associate, Age: 47, Education: College, PerfEval: 2, Average Pay: 91997.0 Gender: Female, JobTitle:Warehouse Associate, Age: 47, Education: College, PerfEval: 4, Average Pay: 102858.0 Gender: Female, JobTitle:Warehouse Associate, Age: 48, Education: College, PerfEval: 5, Average Pay: 121464.0 Gender: Female, JobTitle:Warehouse Associate, Age: 50, Education: Masters, PerfEval: 4, Average Pay: 117399.0 Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, PerfEval: 4, Average Pay: 129208.0 Gender: Female, JobTitle:Warehouse Associate, Age: 51, Education: High School, PerfEval: 5, Average Pay: 105775.5 Gender: Female, JobTitle:Warehouse Associate, Age: 53, Education: College, PerfEval: 5, Average Pay: 136772.0 Gender: Female, JobTitle:Warehouse Associate, Age: 55, Education: PhD, PerfEval: 2, Average Pay: 90588.0 Gender: Female, JobTitle:Warehouse Associate, Age: 56, Education: College, PerfEval: 1, Average Pay: 110766.0 Gender: Female, JobTitle:Warehouse Associate, Age: 57, Education: High School, PerfEval: 5, Average Pay: 102048.0 Gender: Female, JobTitle:Warehouse Associate, Age: 57, Education: PhD, PerfEval: 5, Average Pay: 94481.0 Gender: Female, JobTitle:Warehouse Associate, Age: 58, Education: Masters, PerfEval: 1, Average Pay: 138293.0 Gender: Female, JobTitle:Warehouse Associate, Age: 59, Education: College, PerfEval: 2, Average Pay: 98940.0 Gender: Female, JobTitle:Warehouse Associate, Age: 61, Education: Masters, PerfEval: 1, Average Pay: 124894.0 Gender: Female, JobTitle:Warehouse Associate, Age: 62, Education: PhD, PerfEval: 2, Average Pay: 107301.0 Gender: Female, JobTitle:Warehouse Associate, Age: 63, Education: High School, PerfEval: 5, Average Pay: 113812.0 Gender: Male, JobTitle:Data Scientist, Age: 18, Education: High School, PerfEval: 5, Average Pay: 64594.0 Gender: Male, JobTitle:Data Scientist, Age: 18, Education: PhD, PerfEval: 5, Average Pay: 69421.0 Gender: Male, JobTitle:Data Scientist, Age: 19, Education: High School, PerfEval: 5, Average Pay: 67639.0 Gender: Male, JobTitle:Data Scientist, Age: 19, Education: PhD, PerfEval: 2, Average Pay: 86625.0 Gender: Male, JobTitle:Data Scientist, Age: 20, Education: High School, PerfEval: 1, Average Pay: 65579.0 Gender: Male, JobTitle:Data Scientist, Age: 22, Education: High School, PerfEval: 4, Average Pay: 58991.0 Gender: Male, JobTitle:Data Scientist, Age: 23, Education: High School, PerfEval: 3, Average Pay: 90816.0 Gender: Male, JobTitle:Data Scientist, Age: 23, Education: Masters, PerfEval: 3, Average Pay: 69995.0 Gender: Male, JobTitle:Data Scientist, Age: 24, Education: Masters, PerfEval: 4, Average Pay: 68609.0 Gender: Male, JobTitle:Data Scientist, Age: 26, Education: High School, PerfEval: 4, Average Pay: 88943.0 Gender: Male, JobTitle:Data Scientist, Age: 26, Education: Masters, PerfEval: 1, Average Pay: 94717.0 Gender: Male, JobTitle:Data Scientist, Age: 27, Education: College, PerfEval: 2, Average Pay: 62499.0 Gender: Male, JobTitle:Data Scientist, Age: 28, Education: High School, PerfEval: 3, Average Pay: 74709.0 Gender: Male, JobTitle:Data Scientist, Age: 28, Education: Masters, PerfEval: 3, Average Pay: 88644.0 Gender: Male, JobTitle:Data Scientist, Age: 28, Education: Masters, PerfEval: 4, Average Pay: 105610.0 Gender: Male, JobTitle:Data Scientist, Age: 29, Education: High School, PerfEval: 4, Average Pay: 73575.0 Gender: Male, JobTitle:Data Scientist, Age: 29, Education: High School, PerfEval: 5, Average Pay: 76692.0 Gender: Male, JobTitle:Data Scientist, Age: 29, Education: PhD, PerfEval: 5, Average Pay: 106139.0 Gender: Male, JobTitle:Data Scientist, Age: 30, Education: College, PerfEval: 2, Average Pay: 78949.0 Gender: Male, JobTitle:Data Scientist, Age: 31, Education: College, PerfEval: 3, Average Pay: 81254.0 Gender: Male, JobTitle:Data Scientist, Age: 32, Education: PhD, PerfEval: 3, Average Pay: 112017.0 Gender: Male, JobTitle:Data Scientist, Age: 32, Education: PhD, PerfEval: 5, Average Pay: 95824.0 Gender: Male, JobTitle:Data Scientist, Age: 33, Education: High School, PerfEval: 2, Average Pay: 58835.0 Gender: Male, JobTitle:Data Scientist, Age: 35, Education: College, PerfEval: 2, Average Pay: 105531.0 Gender: Male, JobTitle:Data Scientist, Age: 37, Education: PhD, PerfEval: 1, Average Pay: 82424.0 Gender: Male, JobTitle:Data Scientist, Age: 38, Education: College, PerfEval: 5, Average Pay: 110428.0 Gender: Male, JobTitle:Data Scientist, Age: 38, Education: High School, PerfEval: 5, Average Pay: 89272.0 Gender: Male, JobTitle:Data Scientist, Age: 40, Education: Masters, PerfEval: 2, Average Pay: 91834.0 Gender: Male, JobTitle:Data Scientist, Age: 41, Education: College, PerfEval: 1, Average Pay: 82297.0 Gender: Male, JobTitle:Data Scientist, Age: 41, Education: High School, PerfEval: 1, Average Pay: 121537.0 Gender: Male, JobTitle:Data Scientist, Age: 41, Education: Masters, PerfEval: 3, Average Pay: 110925.0 Gender: Male, JobTitle:Data Scientist, Age: 41, Education: PhD, PerfEval: 4, Average Pay: 74452.0 Gender: Male, JobTitle:Data Scientist, Age: 43, Education: PhD, PerfEval: 1, Average Pay: 111536.0 Gender: Male, JobTitle:Data Scientist, Age: 44, Education: High School, PerfEval: 3, Average Pay: 88528.0 Gender: Male, JobTitle:Data Scientist, Age: 44, Education: Masters, PerfEval: 3, Average Pay: 121525.0 Gender: Male, JobTitle:Data Scientist, Age: 45, Education: Masters, PerfEval: 1, Average Pay: 107764.0 Gender: Male, JobTitle:Data Scientist, Age: 45, Education: PhD, PerfEval: 3, Average Pay: 130184.0 Gender: Male, JobTitle:Data Scientist, Age: 49, Education: College, PerfEval: 3, Average Pay: 100556.0 Gender: Male, JobTitle:Data Scientist, Age: 51, Education: PhD, PerfEval: 5, Average Pay: 119374.0 Gender: Male, JobTitle:Data Scientist, Age: 53, Education: High School, PerfEval: 5, Average Pay: 111245.0 Gender: Male, JobTitle:Data Scientist, Age: 54, Education: College, PerfEval: 1, Average Pay: 100394.0 Gender: Male, JobTitle:Data Scientist, Age: 56, Education: Masters, PerfEval: 1, Average Pay: 98328.0 Gender: Male, JobTitle:Data Scientist, Age: 56, Education: Masters, PerfEval: 3, Average Pay: 103635.0 Gender: Male, JobTitle:Data Scientist, Age: 57, Education: Masters, PerfEval: 1, Average Pay: 111321.0 Gender: Male, JobTitle:Data Scientist, Age: 58, Education: High School, PerfEval: 5, Average Pay: 93901.0 Gender: Male, JobTitle:Data Scientist, Age: 58, Education: PhD, PerfEval: 1, Average Pay: 128041.0 Gender: Male, JobTitle:Data Scientist, Age: 59, Education: Masters, PerfEval: 4, Average Pay: 102932.0 Gender: Male, JobTitle:Data Scientist, Age: 61, Education: Masters, PerfEval: 1, Average Pay: 125942.0 Gender: Male, JobTitle:Data Scientist, Age: 62, Education: College, PerfEval: 4, Average Pay: 100322.0 Gender: Male, JobTitle:Data Scientist, Age: 62, Education: High School, PerfEval: 3, Average Pay: 106277.0 Gender: Male, JobTitle:Data Scientist, Age: 62, Education: PhD, PerfEval: 1, Average Pay: 126686.0 Gender: Male, JobTitle:Data Scientist, Age: 62, Education: PhD, PerfEval: 3, Average Pay: 113135.0 Gender: Male, JobTitle:Data Scientist, Age: 65, Education: Masters, PerfEval: 2, Average Pay: 131977.0 Gender: Male, JobTitle:Driver, Age: 18, Education: PhD, PerfEval: 3, Average Pay: 64725.0 Gender: Male, JobTitle:Driver, Age: 20, Education: High School, PerfEval: 2, Average Pay: 73873.0 Gender: Male, JobTitle:Driver, Age: 21, Education: High School, PerfEval: 1, Average Pay: 66531.0 Gender: Male, JobTitle:Driver, Age: 24, Education: College, PerfEval: 2, Average Pay: 72597.0 Gender: Male, JobTitle:Driver, Age: 25, Education: College, PerfEval: 3, Average Pay: 48905.0 Gender: Male, JobTitle:Driver, Age: 25, Education: PhD, PerfEval: 3, Average Pay: 100321.0 Gender: Male, JobTitle:Driver, Age: 27, Education: College, PerfEval: 3, Average Pay: 97456.0 Gender: Male, JobTitle:Driver, Age: 30, Education: Masters, PerfEval: 4, Average Pay: 86911.0 Gender: Male, JobTitle:Driver, Age: 31, Education: College, PerfEval: 5, Average Pay: 92790.0 Gender: Male, JobTitle:Driver, Age: 31, Education: High School, PerfEval: 2, Average Pay: 68488.0 Gender: Male, JobTitle:Driver, Age: 32, Education: Masters, PerfEval: 3, Average Pay: 75745.0 Gender: Male, JobTitle:Driver, Age: 32, Education: PhD, PerfEval: 4, Average Pay: 98583.0 Gender: Male, JobTitle:Driver, Age: 33, Education: High School, PerfEval: 1, Average Pay: 63448.0 Gender: Male, JobTitle:Driver, Age: 34, Education: College, PerfEval: 4, Average Pay: 97352.0 Gender: Male, JobTitle:Driver, Age: 35, Education: High School, PerfEval: 2, Average Pay: 97586.0 Gender: Male, JobTitle:Driver, Age: 36, Education: PhD, PerfEval: 4, Average Pay: 96794.0 Gender: Male, JobTitle:Driver, Age: 37, Education: College, PerfEval: 4, Average Pay: 78332.0 Gender: Male, JobTitle:Driver, Age: 38, Education: PhD, PerfEval: 5, Average Pay: 111944.0 Gender: Male, JobTitle:Driver, Age: 39, Education: High School, PerfEval: 5, Average Pay: 109015.0 Gender: Male, JobTitle:Driver, Age: 40, Education: College, PerfEval: 5, Average Pay: 91430.5 Gender: Male, JobTitle:Driver, Age: 40, Education: High School, PerfEval: 3, Average Pay: 93742.0 Gender: Male, JobTitle:Driver, Age: 41, Education: Masters, PerfEval: 2, Average Pay: 100693.0 Gender: Male, JobTitle:Driver, Age: 42, Education: PhD, PerfEval: 3, Average Pay: 117715.0 Gender: Male, JobTitle:Driver, Age: 44, Education: High School, PerfEval: 4, Average Pay: 90446.0 Gender: Male, JobTitle:Driver, Age: 49, Education: College, PerfEval: 4, Average Pay: 111496.0 Gender: Male, JobTitle:Driver, Age: 49, Education: Masters, PerfEval: 4, Average Pay: 125369.0 Gender: Male, JobTitle:Driver, Age: 49, Education: Masters, PerfEval: 5, Average Pay: 80768.0 Gender: Male, JobTitle:Driver, Age: 53, Education: Masters, PerfEval: 1, Average Pay: 134816.0 Gender: Male, JobTitle:Driver, Age: 53, Education: PhD, PerfEval: 3, Average Pay: 111907.0 Gender: Male, JobTitle:Driver, Age: 54, Education: PhD, PerfEval: 3, Average Pay: 122208.0 Gender: Male, JobTitle:Driver, Age: 54, Education: PhD, PerfEval: 5, Average Pay: 118977.0 Gender: Male, JobTitle:Driver, Age: 55, Education: College, PerfEval: 2, Average Pay: 107871.0 Gender: Male, JobTitle:Driver, Age: 55, Education: Masters, PerfEval: 2, Average Pay: 100207.0 Gender: Male, JobTitle:Driver, Age: 56, Education: Masters, PerfEval: 5, Average Pay: 109247.0 Gender: Male, JobTitle:Driver, Age: 57, Education: College, PerfEval: 4, Average Pay: 141823.0 Gender: Male, JobTitle:Driver, Age: 57, Education: College, PerfEval: 5, Average Pay: 75296.0 Gender: Male, JobTitle:Driver, Age: 58, Education: College, PerfEval: 2, Average Pay: 114432.0 Gender: Male, JobTitle:Driver, Age: 59, Education: College, PerfEval: 3, Average Pay: 124424.0 Gender: Male, JobTitle:Driver, Age: 63, Education: High School, PerfEval: 4, Average Pay: 107597.0 Gender: Male, JobTitle:Driver, Age: 63, Education: PhD, PerfEval: 3, Average Pay: 134671.0 Gender: Male, JobTitle:Driver, Age: 64, Education: Masters, PerfEval: 2, Average Pay: 116101.0 Gender: Male, JobTitle:Driver, Age: 65, Education: High School, PerfEval: 1, Average Pay: 120234.0 Gender: Male, JobTitle:Financial Analyst, Age: 18, Education: PhD, PerfEval: 5, Average Pay: 107202.0 Gender: Male, JobTitle:Financial Analyst, Age: 19, Education: Masters, PerfEval: 4, Average Pay: 69354.0 Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: High School, PerfEval: 4, Average Pay: 72991.0 Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: PhD, PerfEval: 2, Average Pay: 111544.0 Gender: Male, JobTitle:Financial Analyst, Age: 20, Education: PhD, PerfEval: 3, Average Pay: 86439.0 Gender: Male, JobTitle:Financial Analyst, Age: 22, Education: PhD, PerfEval: 3, Average Pay: 76085.0 Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: Masters, PerfEval: 4, Average Pay: 76266.0 Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: PhD, PerfEval: 2, Average Pay: 77435.0 Gender: Male, JobTitle:Financial Analyst, Age: 24, Education: PhD, PerfEval: 5, Average Pay: 92652.0 Gender: Male, JobTitle:Financial Analyst, Age: 26, Education: College, PerfEval: 4, Average Pay: 112237.0 Gender: Male, JobTitle:Financial Analyst, Age: 26, Education: College, PerfEval: 5, Average Pay: 115615.0 Gender: Male, JobTitle:Financial Analyst, Age: 27, Education: PhD, PerfEval: 2, Average Pay: 105389.0 Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: High School, PerfEval: 4, Average Pay: 97897.0 Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: Masters, PerfEval: 1, Average Pay: 87999.0 Gender: Male, JobTitle:Financial Analyst, Age: 29, Education: Masters, PerfEval: 5, Average Pay: 121061.0 Gender: Male, JobTitle:Financial Analyst, Age: 30, Education: Masters, PerfEval: 5, Average Pay: 91484.0 Gender: Male, JobTitle:Financial Analyst, Age: 31, Education: PhD, PerfEval: 2, Average Pay: 88616.0 Gender: Male, JobTitle:Financial Analyst, Age: 31, Education: PhD, PerfEval: 3, Average Pay: 84587.0 Gender: Male, JobTitle:Financial Analyst, Age: 32, Education: Masters, PerfEval: 4, Average Pay: 86167.0 Gender: Male, JobTitle:Financial Analyst, Age: 33, Education: Masters, PerfEval: 5, Average Pay: 78267.0 Gender: Male, JobTitle:Financial Analyst, Age: 35, Education: College, PerfEval: 4, Average Pay: 97970.0 Gender: Male, JobTitle:Financial Analyst, Age: 35, Education: PhD, PerfEval: 4, Average Pay: 106860.0 Gender: Male, JobTitle:Financial Analyst, Age: 36, Education: Masters, PerfEval: 5, Average Pay: 79333.0 Gender: Male, JobTitle:Financial Analyst, Age: 36, Education: PhD, PerfEval: 3, Average Pay: 98170.0 Gender: Male, JobTitle:Financial Analyst, Age: 38, Education: College, PerfEval: 4, Average Pay: 121865.0 Gender: Male, JobTitle:Financial Analyst, Age: 38, Education: Masters, PerfEval: 3, Average Pay: 90308.0 Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: College, PerfEval: 1, Average Pay: 103432.0 Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: College, PerfEval: 2, Average Pay: 65347.0 Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: Masters, PerfEval: 3, Average Pay: 122354.0 Gender: Male, JobTitle:Financial Analyst, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 94577.0 Gender: Male, JobTitle:Financial Analyst, Age: 40, Education: PhD, PerfEval: 3, Average Pay: 94968.0 Gender: Male, JobTitle:Financial Analyst, Age: 41, Education: Masters, PerfEval: 5, Average Pay: 105386.0 Gender: Male, JobTitle:Financial Analyst, Age: 43, Education: PhD, PerfEval: 1, Average Pay: 112862.0 Gender: Male, JobTitle:Financial Analyst, Age: 44, Education: Masters, PerfEval: 5, Average Pay: 128726.0 Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: High School, PerfEval: 2, Average Pay: 89856.0 Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: High School, PerfEval: 4, Average Pay: 81887.0 Gender: Male, JobTitle:Financial Analyst, Age: 45, Education: Masters, PerfEval: 4, Average Pay: 106536.0 Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: College, PerfEval: 5, Average Pay: 86197.0 Gender: Male, JobTitle:Financial Analyst, Age: 47, Education: High School, PerfEval: 2, Average Pay: 73317.0 Gender: Male, JobTitle:Financial Analyst, Age: 48, Education: High School, PerfEval: 1, Average Pay: 95071.0 Gender: Male, JobTitle:Financial Analyst, Age: 49, Education: High School, PerfEval: 5, Average Pay: 111006.0 Gender: Male, JobTitle:Financial Analyst, Age: 50, Education: Masters, PerfEval: 2, Average Pay: 119494.0 Gender: Male, JobTitle:Financial Analyst, Age: 51, Education: PhD, PerfEval: 4, Average Pay: 120308.0 Gender: Male, JobTitle:Financial Analyst, Age: 53, Education: Masters, PerfEval: 5, Average Pay: 120345.0 Gender: Male, JobTitle:Financial Analyst, Age: 55, Education: College, PerfEval: 3, Average Pay: 89159.0 Gender: Male, JobTitle:Financial Analyst, Age: 56, Education: High School, PerfEval: 4, Average Pay: 107222.0 Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: College, PerfEval: 4, Average Pay: 129832.0 Gender: Male, JobTitle:Financial Analyst, Age: 58, Education: Masters, PerfEval: 4, Average Pay: 111169.0 Gender: Male, JobTitle:Financial Analyst, Age: 59, Education: PhD, PerfEval: 5, Average Pay: 98125.0 Gender: Male, JobTitle:Financial Analyst, Age: 60, Education: High School, PerfEval: 5, Average Pay: 129660.0 Gender: Male, JobTitle:Financial Analyst, Age: 60, Education: PhD, PerfEval: 1, Average Pay: 125352.0 Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: High School, PerfEval: 3, Average Pay: 127543.0 Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: High School, PerfEval: 5, Average Pay: 104513.0 Gender: Male, JobTitle:Financial Analyst, Age: 64, Education: PhD, PerfEval: 1, Average Pay: 144601.0 Gender: Male, JobTitle:Financial Analyst, Age: 65, Education: High School, PerfEval: 2, Average Pay: 99601.0 Gender: Male, JobTitle:Financial Analyst, Age: 65, Education: Masters, PerfEval: 4, Average Pay: 116481.0 Gender: Male, JobTitle:Graphic Designer, Age: 18, Education: High School, PerfEval: 4, Average Pay: 84795.0 Gender: Male, JobTitle:Graphic Designer, Age: 19, Education: Masters, PerfEval: 4, Average Pay: 69872.0 Gender: Male, JobTitle:Graphic Designer, Age: 20, Education: Masters, PerfEval: 2, Average Pay: 105654.0 Gender: Male, JobTitle:Graphic Designer, Age: 21, Education: Masters, PerfEval: 3, Average Pay: 80692.0 Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: High School, PerfEval: 2, Average Pay: 76618.0 Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: Masters, PerfEval: 4, Average Pay: 65225.0 Gender: Male, JobTitle:Graphic Designer, Age: 22, Education: PhD, PerfEval: 5, Average Pay: 48736.0 Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: High School, PerfEval: 4, Average Pay: 57952.0 Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: Masters, PerfEval: 5, Average Pay: 93271.0 Gender: Male, JobTitle:Graphic Designer, Age: 23, Education: PhD, PerfEval: 1, Average Pay: 96640.0 Gender: Male, JobTitle:Graphic Designer, Age: 24, Education: College, PerfEval: 3, Average Pay: 66091.0 Gender: Male, JobTitle:Graphic Designer, Age: 24, Education: PhD, PerfEval: 5, Average Pay: 112473.0 Gender: Male, JobTitle:Graphic Designer, Age: 26, Education: Masters, PerfEval: 5, Average Pay: 108783.0 Gender: Male, JobTitle:Graphic Designer, Age: 27, Education: College, PerfEval: 4, Average Pay: 123152.0 Gender: Male, JobTitle:Graphic Designer, Age: 29, Education: Masters, PerfEval: 1, Average Pay: 77854.0 Gender: Male, JobTitle:Graphic Designer, Age: 29, Education: PhD, PerfEval: 3, Average Pay: 76546.0 Gender: Male, JobTitle:Graphic Designer, Age: 30, Education: College, PerfEval: 1, Average Pay: 41030.0 Gender: Male, JobTitle:Graphic Designer, Age: 30, Education: Masters, PerfEval: 2, Average Pay: 77056.0 Gender: Male, JobTitle:Graphic Designer, Age: 31, Education: PhD, PerfEval: 5, Average Pay: 78334.0 Gender: Male, JobTitle:Graphic Designer, Age: 33, Education: Masters, PerfEval: 5, Average Pay: 92256.0 Gender: Male, JobTitle:Graphic Designer, Age: 34, Education: Masters, PerfEval: 5, Average Pay: 96607.0 Gender: Male, JobTitle:Graphic Designer, Age: 35, Education: PhD, PerfEval: 5, Average Pay: 98035.0 Gender: Male, JobTitle:Graphic Designer, Age: 39, Education: Masters, PerfEval: 2, Average Pay: 112714.0 Gender: Male, JobTitle:Graphic Designer, Age: 43, Education: PhD, PerfEval: 2, Average Pay: 87325.0 Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: High School, PerfEval: 4, Average Pay: 110447.0 Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: Masters, PerfEval: 1, Average Pay: 113099.0 Gender: Male, JobTitle:Graphic Designer, Age: 44, Education: PhD, PerfEval: 3, Average Pay: 72535.0 Gender: Male, JobTitle:Graphic Designer, Age: 45, Education: Masters, PerfEval: 2, Average Pay: 105090.0 Gender: Male, JobTitle:Graphic Designer, Age: 46, Education: High School, PerfEval: 4, Average Pay: 96035.0 Gender: Male, JobTitle:Graphic Designer, Age: 46, Education: High School, PerfEval: 5, Average Pay: 112472.0 Gender: Male, JobTitle:Graphic Designer, Age: 47, Education: College, PerfEval: 3, Average Pay: 114851.0 Gender: Male, JobTitle:Graphic Designer, Age: 49, Education: College, PerfEval: 5, Average Pay: 115234.0 Gender: Male, JobTitle:Graphic Designer, Age: 49, Education: Masters, PerfEval: 3, Average Pay: 132436.0 Gender: Male, JobTitle:Graphic Designer, Age: 50, Education: Masters, PerfEval: 3, Average Pay: 90209.0 Gender: Male, JobTitle:Graphic Designer, Age: 53, Education: High School, PerfEval: 2, Average Pay: 110717.0 Gender: Male, JobTitle:Graphic Designer, Age: 53, Education: High School, PerfEval: 5, Average Pay: 101261.0 Gender: Male, JobTitle:Graphic Designer, Age: 54, Education: High School, PerfEval: 3, Average Pay: 105722.0 Gender: Male, JobTitle:Graphic Designer, Age: 55, Education: College, PerfEval: 4, Average Pay: 82775.0 Gender: Male, JobTitle:Graphic Designer, Age: 55, Education: Masters, PerfEval: 5, Average Pay: 87472.0 Gender: Male, JobTitle:Graphic Designer, Age: 56, Education: Masters, PerfEval: 2, Average Pay: 119145.0 Gender: Male, JobTitle:Graphic Designer, Age: 57, Education: Masters, PerfEval: 4, Average Pay: 140139.0 Gender: Male, JobTitle:Graphic Designer, Age: 58, Education: Masters, PerfEval: 2, Average Pay: 99653.0 Gender: Male, JobTitle:Graphic Designer, Age: 59, Education: PhD, PerfEval: 1, Average Pay: 139467.0 Gender: Male, JobTitle:Graphic Designer, Age: 60, Education: Masters, PerfEval: 4, Average Pay: 102652.0 Gender: Male, JobTitle:Graphic Designer, Age: 61, Education: Masters, PerfEval: 4, Average Pay: 112026.0 Gender: Male, JobTitle:Graphic Designer, Age: 62, Education: Masters, PerfEval: 5, Average Pay: 92258.0 Gender: Male, JobTitle:Graphic Designer, Age: 63, Education: PhD, PerfEval: 5, Average Pay: 113622.0 Gender: Male, JobTitle:Graphic Designer, Age: 65, Education: College, PerfEval: 4, Average Pay: 130302.0 Gender: Male, JobTitle:Graphic Designer, Age: 65, Education: Masters, PerfEval: 5, Average Pay: 125256.0 Gender: Male, JobTitle:IT, Age: 18, Education: High School, PerfEval: 5, Average Pay: 56166.0 Gender: Male, JobTitle:IT, Age: 18, Education: Masters, PerfEval: 4, Average Pay: 78202.0 Gender: Male, JobTitle:IT, Age: 18, Education: PhD, PerfEval: 4, Average Pay: 63868.0 Gender: Male, JobTitle:IT, Age: 19, Education: College, PerfEval: 4, Average Pay: 87448.0 Gender: Male, JobTitle:IT, Age: 19, Education: College, PerfEval: 5, Average Pay: 88009.0 Gender: Male, JobTitle:IT, Age: 20, Education: PhD, PerfEval: 2, Average Pay: 55074.0 Gender: Male, JobTitle:IT, Age: 20, Education: PhD, PerfEval: 4, Average Pay: 82582.0 Gender: Male, JobTitle:IT, Age: 23, Education: PhD, PerfEval: 4, Average Pay: 72581.0 Gender: Male, JobTitle:IT, Age: 27, Education: High School, PerfEval: 1, Average Pay: 61165.0 Gender: Male, JobTitle:IT, Age: 27, Education: PhD, PerfEval: 3, Average Pay: 98096.0 Gender: Male, JobTitle:IT, Age: 28, Education: High School, PerfEval: 4, Average Pay: 88989.5 Gender: Male, JobTitle:IT, Age: 31, Education: College, PerfEval: 1, Average Pay: 53598.0 Gender: Male, JobTitle:IT, Age: 31, Education: Masters, PerfEval: 1, Average Pay: 96581.0 Gender: Male, JobTitle:IT, Age: 33, Education: College, PerfEval: 3, Average Pay: 96182.0 Gender: Male, JobTitle:IT, Age: 33, Education: Masters, PerfEval: 2, Average Pay: 100948.5 Gender: Male, JobTitle:IT, Age: 34, Education: College, PerfEval: 3, Average Pay: 97323.0 Gender: Male, JobTitle:IT, Age: 35, Education: College, PerfEval: 1, Average Pay: 102302.0 Gender: Male, JobTitle:IT, Age: 36, Education: High School, PerfEval: 1, Average Pay: 113360.0 Gender: Male, JobTitle:IT, Age: 36, Education: Masters, PerfEval: 3, Average Pay: 71687.0 Gender: Male, JobTitle:IT, Age: 39, Education: High School, PerfEval: 3, Average Pay: 98578.0 Gender: Male, JobTitle:IT, Age: 40, Education: College, PerfEval: 3, Average Pay: 83450.0 Gender: Male, JobTitle:IT, Age: 40, Education: College, PerfEval: 4, Average Pay: 117136.0 Gender: Male, JobTitle:IT, Age: 43, Education: College, PerfEval: 3, Average Pay: 72003.0 Gender: Male, JobTitle:IT, Age: 43, Education: College, PerfEval: 5, Average Pay: 107605.0 Gender: Male, JobTitle:IT, Age: 47, Education: PhD, PerfEval: 5, Average Pay: 89097.0 Gender: Male, JobTitle:IT, Age: 50, Education: College, PerfEval: 1, Average Pay: 88376.0 Gender: Male, JobTitle:IT, Age: 50, Education: Masters, PerfEval: 2, Average Pay: 104929.0 Gender: Male, JobTitle:IT, Age: 51, Education: High School, PerfEval: 1, Average Pay: 91872.0 Gender: Male, JobTitle:IT, Age: 52, Education: College, PerfEval: 2, Average Pay: 99206.0 Gender: Male, JobTitle:IT, Age: 52, Education: Masters, PerfEval: 5, Average Pay: 97374.0 Gender: Male, JobTitle:IT, Age: 53, Education: PhD, PerfEval: 5, Average Pay: 136138.0 Gender: Male, JobTitle:IT, Age: 55, Education: College, PerfEval: 5, Average Pay: 124372.5 Gender: Male, JobTitle:IT, Age: 55, Education: Masters, PerfEval: 2, Average Pay: 94643.0 Gender: Male, JobTitle:IT, Age: 57, Education: High School, PerfEval: 3, Average Pay: 115117.0 Gender: Male, JobTitle:IT, Age: 58, Education: College, PerfEval: 4, Average Pay: 138272.0 Gender: Male, JobTitle:IT, Age: 59, Education: Masters, PerfEval: 3, Average Pay: 103591.0 Gender: Male, JobTitle:IT, Age: 59, Education: PhD, PerfEval: 5, Average Pay: 86304.0 Gender: Male, JobTitle:IT, Age: 62, Education: Masters, PerfEval: 3, Average Pay: 123206.0 Gender: Male, JobTitle:IT, Age: 62, Education: PhD, PerfEval: 1, Average Pay: 108749.0 Gender: Male, JobTitle:IT, Age: 63, Education: Masters, PerfEval: 5, Average Pay: 142160.0 Gender: Male, JobTitle:IT, Age: 64, Education: Masters, PerfEval: 1, Average Pay: 95075.0 Gender: Male, JobTitle:IT, Age: 64, Education: PhD, PerfEval: 5, Average Pay: 105560.0 Gender: Male, JobTitle:IT, Age: 65, Education: Masters, PerfEval: 4, Average Pay: 171735.0 Gender: Male, JobTitle:Manager, Age: 18, Education: Masters, PerfEval: 1, Average Pay: 120342.0 Gender: Male, JobTitle:Manager, Age: 19, Education: PhD, PerfEval: 4, Average Pay: 128557.0 Gender: Male, JobTitle:Manager, Age: 20, Education: College, PerfEval: 4, Average Pay: 115339.0 Gender: Male, JobTitle:Manager, Age: 20, Education: Masters, PerfEval: 2, Average Pay: 106546.0 Gender: Male, JobTitle:Manager, Age: 20, Education: PhD, PerfEval: 2, Average Pay: 119418.0 Gender: Male, JobTitle:Manager, Age: 21, Education: College, PerfEval: 1, Average Pay: 118548.0 Gender: Male, JobTitle:Manager, Age: 21, Education: College, PerfEval: 2, Average Pay: 128871.0 Gender: Male, JobTitle:Manager, Age: 21, Education: High School, PerfEval: 4, Average Pay: 112143.0 Gender: Male, JobTitle:Manager, Age: 21, Education: PhD, PerfEval: 2, Average Pay: 96221.0 Gender: Male, JobTitle:Manager, Age: 22, Education: College, PerfEval: 1, Average Pay: 109433.0 Gender: Male, JobTitle:Manager, Age: 22, Education: Masters, PerfEval: 2, Average Pay: 96955.0 Gender: Male, JobTitle:Manager, Age: 23, Education: College, PerfEval: 3, Average Pay: 117347.0 Gender: Male, JobTitle:Manager, Age: 23, Education: Masters, PerfEval: 4, Average Pay: 111329.0 Gender: Male, JobTitle:Manager, Age: 23, Education: PhD, PerfEval: 4, Average Pay: 99501.0 Gender: Male, JobTitle:Manager, Age: 25, Education: College, PerfEval: 5, Average Pay: 142378.0 Gender: Male, JobTitle:Manager, Age: 27, Education: High School, PerfEval: 3, Average Pay: 90146.0 Gender: Male, JobTitle:Manager, Age: 28, Education: College, PerfEval: 3, Average Pay: 111974.0 Gender: Male, JobTitle:Manager, Age: 29, Education: PhD, PerfEval: 4, Average Pay: 156788.0 Gender: Male, JobTitle:Manager, Age: 30, Education: High School, PerfEval: 1, Average Pay: 141578.0 Gender: Male, JobTitle:Manager, Age: 30, Education: PhD, PerfEval: 1, Average Pay: 131052.0 Gender: Male, JobTitle:Manager, Age: 31, Education: College, PerfEval: 2, Average Pay: 85050.0 Gender: Male, JobTitle:Manager, Age: 31, Education: PhD, PerfEval: 3, Average Pay: 117934.0 Gender: Male, JobTitle:Manager, Age: 32, Education: High School, PerfEval: 3, Average Pay: 123920.0 Gender: Male, JobTitle:Manager, Age: 32, Education: Masters, PerfEval: 3, Average Pay: 125809.0 Gender: Male, JobTitle:Manager, Age: 33, Education: Masters, PerfEval: 4, Average Pay: 97576.0 Gender: Male, JobTitle:Manager, Age: 36, Education: High School, PerfEval: 1, Average Pay: 119403.0 Gender: Male, JobTitle:Manager, Age: 36, Education: Masters, PerfEval: 2, Average Pay: 139664.0 Gender: Male, JobTitle:Manager, Age: 37, Education: Masters, PerfEval: 3, Average Pay: 127085.0 Gender: Male, JobTitle:Manager, Age: 37, Education: PhD, PerfEval: 1, Average Pay: 119702.0 Gender: Male, JobTitle:Manager, Age: 37, Education: PhD, PerfEval: 2, Average Pay: 106209.0 Gender: Male, JobTitle:Manager, Age: 38, Education: Masters, PerfEval: 2, Average Pay: 140172.0 Gender: Male, JobTitle:Manager, Age: 40, Education: College, PerfEval: 2, Average Pay: 130327.0 Gender: Male, JobTitle:Manager, Age: 41, Education: College, PerfEval: 1, Average Pay: 127264.0 Gender: Male, JobTitle:Manager, Age: 41, Education: Masters, PerfEval: 1, Average Pay: 123506.0 Gender: Male, JobTitle:Manager, Age: 42, Education: College, PerfEval: 3, Average Pay: 131358.0 Gender: Male, JobTitle:Manager, Age: 43, Education: PhD, PerfEval: 1, Average Pay: 157327.0 Gender: Male, JobTitle:Manager, Age: 43, Education: PhD, PerfEval: 3, Average Pay: 128688.0 Gender: Male, JobTitle:Manager, Age: 45, Education: High School, PerfEval: 5, Average Pay: 132316.0 Gender: Male, JobTitle:Manager, Age: 46, Education: Masters, PerfEval: 4, Average Pay: 114848.0 Gender: Male, JobTitle:Manager, Age: 47, Education: Masters, PerfEval: 1, Average Pay: 160790.0 Gender: Male, JobTitle:Manager, Age: 48, Education: College, PerfEval: 3, Average Pay: 145780.0 Gender: Male, JobTitle:Manager, Age: 48, Education: College, PerfEval: 4, Average Pay: 117076.0 Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, PerfEval: 2, Average Pay: 162967.0 Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, PerfEval: 3, Average Pay: 110217.0 Gender: Male, JobTitle:Manager, Age: 48, Education: PhD, PerfEval: 4, Average Pay: 151509.0 Gender: Male, JobTitle:Manager, Age: 52, Education: High School, PerfEval: 1, Average Pay: 111781.0 Gender: Male, JobTitle:Manager, Age: 52, Education: High School, PerfEval: 2, Average Pay: 118381.0 Gender: Male, JobTitle:Manager, Age: 52, Education: High School, PerfEval: 5, Average Pay: 111779.0 Gender: Male, JobTitle:Manager, Age: 53, Education: College, PerfEval: 4, Average Pay: 128844.0 Gender: Male, JobTitle:Manager, Age: 55, Education: College, PerfEval: 2, Average Pay: 158817.0 Gender: Male, JobTitle:Manager, Age: 55, Education: High School, PerfEval: 1, Average Pay: 145280.0 Gender: Male, JobTitle:Manager, Age: 56, Education: Masters, PerfEval: 3, Average Pay: 155266.0 Gender: Male, JobTitle:Manager, Age: 56, Education: PhD, PerfEval: 2, Average Pay: 156702.0 Gender: Male, JobTitle:Manager, Age: 57, Education: Masters, PerfEval: 4, Average Pay: 145740.5 Gender: Male, JobTitle:Manager, Age: 57, Education: PhD, PerfEval: 3, Average Pay: 156896.0 Gender: Male, JobTitle:Manager, Age: 58, Education: PhD, PerfEval: 1, Average Pay: 184010.0 Gender: Male, JobTitle:Manager, Age: 59, Education: College, PerfEval: 3, Average Pay: 139705.0 Gender: Male, JobTitle:Manager, Age: 59, Education: College, PerfEval: 4, Average Pay: 133137.0 Gender: Male, JobTitle:Manager, Age: 59, Education: PhD, PerfEval: 2, Average Pay: 129400.0 Gender: Male, JobTitle:Manager, Age: 59, Education: PhD, PerfEval: 4, Average Pay: 183562.0 Gender: Male, JobTitle:Manager, Age: 60, Education: College, PerfEval: 2, Average Pay: 135821.0 Gender: Male, JobTitle:Manager, Age: 60, Education: College, PerfEval: 4, Average Pay: 159906.0 Gender: Male, JobTitle:Manager, Age: 60, Education: High School, PerfEval: 3, Average Pay: 117493.0 Gender: Male, JobTitle:Manager, Age: 61, Education: College, PerfEval: 2, Average Pay: 140906.0 Gender: Male, JobTitle:Manager, Age: 62, Education: College, PerfEval: 5, Average Pay: 165250.0 Gender: Male, JobTitle:Manager, Age: 62, Education: PhD, PerfEval: 4, Average Pay: 122413.0 Gender: Male, JobTitle:Manager, Age: 62, Education: PhD, PerfEval: 5, Average Pay: 158567.0 Gender: Male, JobTitle:Manager, Age: 63, Education: Masters, PerfEval: 5, Average Pay: 136509.0 Gender: Male, JobTitle:Marketing Associate, Age: 21, Education: College, PerfEval: 5, Average Pay: 96310.0 Gender: Male, JobTitle:Marketing Associate, Age: 25, Education: College, PerfEval: 3, Average Pay: 72077.0 Gender: Male, JobTitle:Marketing Associate, Age: 26, Education: High School, PerfEval: 4, Average Pay: 86493.0 Gender: Male, JobTitle:Marketing Associate, Age: 27, Education: College, PerfEval: 4, Average Pay: 61336.0 Gender: Male, JobTitle:Marketing Associate, Age: 33, Education: PhD, PerfEval: 3, Average Pay: 58373.0 Gender: Male, JobTitle:Marketing Associate, Age: 40, Education: PhD, PerfEval: 2, Average Pay: 122350.0 Gender: Male, JobTitle:Marketing Associate, Age: 42, Education: Masters, PerfEval: 2, Average Pay: 115875.0 Gender: Male, JobTitle:Marketing Associate, Age: 47, Education: Masters, PerfEval: 5, Average Pay: 94565.0 Gender: Male, JobTitle:Marketing Associate, Age: 47, Education: PhD, PerfEval: 2, Average Pay: 97297.0 Gender: Male, JobTitle:Marketing Associate, Age: 49, Education: High School, PerfEval: 3, Average Pay: 98202.0 Gender: Male, JobTitle:Marketing Associate, Age: 51, Education: PhD, PerfEval: 2, Average Pay: 66900.0 Gender: Male, JobTitle:Sales Associate, Age: 18, Education: High School, PerfEval: 4, Average Pay: 89142.0 Gender: Male, JobTitle:Sales Associate, Age: 18, Education: Masters, PerfEval: 1, Average Pay: 65063.0 Gender: Male, JobTitle:Sales Associate, Age: 18, Education: Masters, PerfEval: 4, Average Pay: 100133.0 Gender: Male, JobTitle:Sales Associate, Age: 19, Education: PhD, PerfEval: 1, Average Pay: 80546.0 Gender: Male, JobTitle:Sales Associate, Age: 19, Education: PhD, PerfEval: 3, Average Pay: 102701.0 Gender: Male, JobTitle:Sales Associate, Age: 20, Education: College, PerfEval: 3, Average Pay: 44346.0 Gender: Male, JobTitle:Sales Associate, Age: 21, Education: High School, PerfEval: 5, Average Pay: 99847.0 Gender: Male, JobTitle:Sales Associate, Age: 22, Education: High School, PerfEval: 1, Average Pay: 75829.0 Gender: Male, JobTitle:Sales Associate, Age: 22, Education: High School, PerfEval: 5, Average Pay: 67089.0 Gender: Male, JobTitle:Sales Associate, Age: 23, Education: High School, PerfEval: 3, Average Pay: 93157.0 Gender: Male, JobTitle:Sales Associate, Age: 24, Education: High School, PerfEval: 5, Average Pay: 75410.0 Gender: Male, JobTitle:Sales Associate, Age: 24, Education: PhD, PerfEval: 1, Average Pay: 56309.0 Gender: Male, JobTitle:Sales Associate, Age: 26, Education: High School, PerfEval: 2, Average Pay: 82698.0 Gender: Male, JobTitle:Sales Associate, Age: 28, Education: College, PerfEval: 3, Average Pay: 94146.0 Gender: Male, JobTitle:Sales Associate, Age: 28, Education: Masters, PerfEval: 3, Average Pay: 125689.0 Gender: Male, JobTitle:Sales Associate, Age: 28, Education: PhD, PerfEval: 5, Average Pay: 61620.0 Gender: Male, JobTitle:Sales Associate, Age: 29, Education: Masters, PerfEval: 3, Average Pay: 67510.0 Gender: Male, JobTitle:Sales Associate, Age: 30, Education: Masters, PerfEval: 4, Average Pay: 124006.0 Gender: Male, JobTitle:Sales Associate, Age: 33, Education: Masters, PerfEval: 3, Average Pay: 106795.0 Gender: Male, JobTitle:Sales Associate, Age: 35, Education: Masters, PerfEval: 5, Average Pay: 113519.0 Gender: Male, JobTitle:Sales Associate, Age: 36, Education: High School, PerfEval: 2, Average Pay: 55337.0 Gender: Male, JobTitle:Sales Associate, Age: 40, Education: High School, PerfEval: 2, Average Pay: 89227.0 Gender: Male, JobTitle:Sales Associate, Age: 44, Education: Masters, PerfEval: 5, Average Pay: 109276.0 Gender: Male, JobTitle:Sales Associate, Age: 45, Education: High School, PerfEval: 2, Average Pay: 72076.0 Gender: Male, JobTitle:Sales Associate, Age: 46, Education: College, PerfEval: 2, Average Pay: 100054.0 Gender: Male, JobTitle:Sales Associate, Age: 48, Education: Masters, PerfEval: 3, Average Pay: 120383.0 Gender: Male, JobTitle:Sales Associate, Age: 49, Education: High School, PerfEval: 2, Average Pay: 95858.0 Gender: Male, JobTitle:Sales Associate, Age: 49, Education: Masters, PerfEval: 2, Average Pay: 105991.0 Gender: Male, JobTitle:Sales Associate, Age: 50, Education: Masters, PerfEval: 2, Average Pay: 129924.0 Gender: Male, JobTitle:Sales Associate, Age: 51, Education: High School, PerfEval: 2, Average Pay: 100171.0 Gender: Male, JobTitle:Sales Associate, Age: 51, Education: High School, PerfEval: 3, Average Pay: 104773.0 Gender: Male, JobTitle:Sales Associate, Age: 51, Education: PhD, PerfEval: 3, Average Pay: 116693.0 Gender: Male, JobTitle:Sales Associate, Age: 53, Education: Masters, PerfEval: 2, Average Pay: 105833.0 Gender: Male, JobTitle:Sales Associate, Age: 54, Education: College, PerfEval: 1, Average Pay: 95710.0 Gender: Male, JobTitle:Sales Associate, Age: 55, Education: College, PerfEval: 4, Average Pay: 118877.0 Gender: Male, JobTitle:Sales Associate, Age: 56, Education: High School, PerfEval: 1, Average Pay: 87672.5 Gender: Male, JobTitle:Sales Associate, Age: 57, Education: PhD, PerfEval: 1, Average Pay: 116440.0 Gender: Male, JobTitle:Sales Associate, Age: 58, Education: High School, PerfEval: 5, Average Pay: 143985.0 Gender: Male, JobTitle:Sales Associate, Age: 58, Education: PhD, PerfEval: 4, Average Pay: 126326.0 Gender: Male, JobTitle:Sales Associate, Age: 58, Education: PhD, PerfEval: 5, Average Pay: 136949.0 Gender: Male, JobTitle:Sales Associate, Age: 60, Education: College, PerfEval: 1, Average Pay: 115970.0 Gender: Male, JobTitle:Sales Associate, Age: 60, Education: High School, PerfEval: 3, Average Pay: 111999.0 Gender: Male, JobTitle:Sales Associate, Age: 61, Education: PhD, PerfEval: 5, Average Pay: 110941.0 Gender: Male, JobTitle:Sales Associate, Age: 62, Education: College, PerfEval: 3, Average Pay: 135228.0 Gender: Male, JobTitle:Sales Associate, Age: 62, Education: Masters, PerfEval: 1, Average Pay: 104416.0 Gender: Male, JobTitle:Sales Associate, Age: 63, Education: High School, PerfEval: 5, Average Pay: 93594.0 Gender: Male, JobTitle:Sales Associate, Age: 63, Education: Masters, PerfEval: 2, Average Pay: 140119.0 Gender: Male, JobTitle:Sales Associate, Age: 63, Education: PhD, PerfEval: 5, Average Pay: 136533.0 Gender: Male, JobTitle:Sales Associate, Age: 64, Education: High School, PerfEval: 2, Average Pay: 125266.0 Gender: Male, JobTitle:Sales Associate, Age: 64, Education: PhD, PerfEval: 3, Average Pay: 126722.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: College, PerfEval: 5, Average Pay: 90300.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: High School, PerfEval: 1, Average Pay: 59945.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: Masters, PerfEval: 3, Average Pay: 95867.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: Masters, PerfEval: 4, Average Pay: 98578.0 Gender: Male, JobTitle:Software Engineer, Age: 18, Education: PhD, PerfEval: 4, Average Pay: 107763.0 Gender: Male, JobTitle:Software Engineer, Age: 19, Education: Masters, PerfEval: 5, Average Pay: 109923.0 Gender: Male, JobTitle:Software Engineer, Age: 19, Education: PhD, PerfEval: 5, Average Pay: 98967.0 Gender: Male, JobTitle:Software Engineer, Age: 20, Education: Masters, PerfEval: 5, Average Pay: 97365.0 Gender: Male, JobTitle:Software Engineer, Age: 20, Education: PhD, PerfEval: 2, Average Pay: 98932.0 Gender: Male, JobTitle:Software Engineer, Age: 21, Education: College, PerfEval: 5, Average Pay: 119604.0 Gender: Male, JobTitle:Software Engineer, Age: 21, Education: High School, PerfEval: 1, Average Pay: 69998.0 Gender: Male, JobTitle:Software Engineer, Age: 21, Education: High School, PerfEval: 5, Average Pay: 101454.0 Gender: Male, JobTitle:Software Engineer, Age: 21, Education: PhD, PerfEval: 4, Average Pay: 142448.0 Gender: Male, JobTitle:Software Engineer, Age: 22, Education: College, PerfEval: 1, Average Pay: 71958.0 Gender: Male, JobTitle:Software Engineer, Age: 22, Education: Masters, PerfEval: 5, Average Pay: 91232.0 Gender: Male, JobTitle:Software Engineer, Age: 23, Education: Masters, PerfEval: 2, Average Pay: 102350.0 Gender: Male, JobTitle:Software Engineer, Age: 23, Education: PhD, PerfEval: 1, Average Pay: 84135.0 Gender: Male, JobTitle:Software Engineer, Age: 24, Education: Masters, PerfEval: 4, Average Pay: 87810.0 Gender: Male, JobTitle:Software Engineer, Age: 25, Education: High School, PerfEval: 1, Average Pay: 97031.5 Gender: Male, JobTitle:Software Engineer, Age: 25, Education: Masters, PerfEval: 5, Average Pay: 130317.0 Gender: Male, JobTitle:Software Engineer, Age: 26, Education: College, PerfEval: 4, Average Pay: 85266.0 Gender: Male, JobTitle:Software Engineer, Age: 26, Education: High School, PerfEval: 3, Average Pay: 67872.0 Gender: Male, JobTitle:Software Engineer, Age: 26, Education: PhD, PerfEval: 5, Average Pay: 76850.0 Gender: Male, JobTitle:Software Engineer, Age: 27, Education: Masters, PerfEval: 4, Average Pay: 73853.0 Gender: Male, JobTitle:Software Engineer, Age: 27, Education: PhD, PerfEval: 5, Average Pay: 106090.0 Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, PerfEval: 1, Average Pay: 90168.0 Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, PerfEval: 4, Average Pay: 83077.0 Gender: Male, JobTitle:Software Engineer, Age: 29, Education: High School, PerfEval: 5, Average Pay: 91448.0 Gender: Male, JobTitle:Software Engineer, Age: 29, Education: Masters, PerfEval: 3, Average Pay: 99345.0 Gender: Male, JobTitle:Software Engineer, Age: 30, Education: College, PerfEval: 2, Average Pay: 86432.5 Gender: Male, JobTitle:Software Engineer, Age: 30, Education: Masters, PerfEval: 2, Average Pay: 119182.0 Gender: Male, JobTitle:Software Engineer, Age: 31, Education: College, PerfEval: 1, Average Pay: 111728.0 Gender: Male, JobTitle:Software Engineer, Age: 31, Education: High School, PerfEval: 5, Average Pay: 102022.0 Gender: Male, JobTitle:Software Engineer, Age: 31, Education: PhD, PerfEval: 5, Average Pay: 97673.0 Gender: Male, JobTitle:Software Engineer, Age: 32, Education: College, PerfEval: 1, Average Pay: 133357.0 Gender: Male, JobTitle:Software Engineer, Age: 32, Education: College, PerfEval: 2, Average Pay: 75979.0 Gender: Male, JobTitle:Software Engineer, Age: 33, Education: PhD, PerfEval: 5, Average Pay: 95787.0 Gender: Male, JobTitle:Software Engineer, Age: 35, Education: Masters, PerfEval: 2, Average Pay: 117114.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: High School, PerfEval: 1, Average Pay: 113708.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: High School, PerfEval: 2, Average Pay: 93014.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, PerfEval: 1, Average Pay: 93848.5 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, PerfEval: 2, Average Pay: 100675.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: Masters, PerfEval: 4, Average Pay: 140520.0 Gender: Male, JobTitle:Software Engineer, Age: 36, Education: PhD, PerfEval: 4, Average Pay: 120721.0 Gender: Male, JobTitle:Software Engineer, Age: 37, Education: High School, PerfEval: 1, Average Pay: 85057.0 Gender: Male, JobTitle:Software Engineer, Age: 39, Education: High School, PerfEval: 4, Average Pay: 114814.0 Gender: Male, JobTitle:Software Engineer, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 99796.0 Gender: Male, JobTitle:Software Engineer, Age: 40, Education: College, PerfEval: 5, Average Pay: 76197.0 Gender: Male, JobTitle:Software Engineer, Age: 40, Education: High School, PerfEval: 2, Average Pay: 103927.0 Gender: Male, JobTitle:Software Engineer, Age: 40, Education: Masters, PerfEval: 2, Average Pay: 124786.0 Gender: Male, JobTitle:Software Engineer, Age: 40, Education: PhD, PerfEval: 5, Average Pay: 121959.0 Gender: Male, JobTitle:Software Engineer, Age: 42, Education: College, PerfEval: 2, Average Pay: 114997.5 Gender: Male, JobTitle:Software Engineer, Age: 42, Education: Masters, PerfEval: 3, Average Pay: 128320.0 Gender: Male, JobTitle:Software Engineer, Age: 43, Education: PhD, PerfEval: 4, Average Pay: 109056.0 Gender: Male, JobTitle:Software Engineer, Age: 45, Education: High School, PerfEval: 2, Average Pay: 86516.0 Gender: Male, JobTitle:Software Engineer, Age: 45, Education: Masters, PerfEval: 4, Average Pay: 96282.0 Gender: Male, JobTitle:Software Engineer, Age: 47, Education: Masters, PerfEval: 2, Average Pay: 131635.0 Gender: Male, JobTitle:Software Engineer, Age: 49, Education: Masters, PerfEval: 3, Average Pay: 87737.0 Gender: Male, JobTitle:Software Engineer, Age: 49, Education: Masters, PerfEval: 5, Average Pay: 151758.0 Gender: Male, JobTitle:Software Engineer, Age: 50, Education: PhD, PerfEval: 3, Average Pay: 124172.0 Gender: Male, JobTitle:Software Engineer, Age: 51, Education: College, PerfEval: 1, Average Pay: 121881.0 Gender: Male, JobTitle:Software Engineer, Age: 51, Education: Masters, PerfEval: 2, Average Pay: 137195.0 Gender: Male, JobTitle:Software Engineer, Age: 52, Education: Masters, PerfEval: 4, Average Pay: 147482.0 Gender: Male, JobTitle:Software Engineer, Age: 53, Education: High School, PerfEval: 3, Average Pay: 112764.0 Gender: Male, JobTitle:Software Engineer, Age: 53, Education: High School, PerfEval: 4, Average Pay: 94976.0 Gender: Male, JobTitle:Software Engineer, Age: 54, Education: PhD, PerfEval: 5, Average Pay: 133817.0 Gender: Male, JobTitle:Software Engineer, Age: 55, Education: PhD, PerfEval: 2, Average Pay: 126404.0 Gender: Male, JobTitle:Software Engineer, Age: 56, Education: College, PerfEval: 5, Average Pay: 115140.0 Gender: Male, JobTitle:Software Engineer, Age: 56, Education: PhD, PerfEval: 5, Average Pay: 148989.0 Gender: Male, JobTitle:Software Engineer, Age: 58, Education: High School, PerfEval: 5, Average Pay: 127356.0 Gender: Male, JobTitle:Software Engineer, Age: 58, Education: Masters, PerfEval: 4, Average Pay: 161343.0 Gender: Male, JobTitle:Software Engineer, Age: 59, Education: College, PerfEval: 1, Average Pay: 163390.0 Gender: Male, JobTitle:Software Engineer, Age: 59, Education: High School, PerfEval: 4, Average Pay: 132085.0 Gender: Male, JobTitle:Software Engineer, Age: 59, Education: Masters, PerfEval: 4, Average Pay: 162935.0 Gender: Male, JobTitle:Software Engineer, Age: 59, Education: Masters, PerfEval: 5, Average Pay: 116520.0 Gender: Male, JobTitle:Software Engineer, Age: 60, Education: High School, PerfEval: 1, Average Pay: 109124.0 Gender: Male, JobTitle:Software Engineer, Age: 60, Education: Masters, PerfEval: 4, Average Pay: 162262.0 Gender: Male, JobTitle:Software Engineer, Age: 60, Education: PhD, PerfEval: 1, Average Pay: 131513.0 Gender: Male, JobTitle:Software Engineer, Age: 60, Education: PhD, PerfEval: 3, Average Pay: 152071.0 Gender: Male, JobTitle:Software Engineer, Age: 62, Education: High School, PerfEval: 1, Average Pay: 128299.66666666667 Gender: Male, JobTitle:Software Engineer, Age: 62, Education: PhD, PerfEval: 2, Average Pay: 142848.0 Gender: Male, JobTitle:Software Engineer, Age: 63, Education: College, PerfEval: 5, Average Pay: 132198.0 Gender: Male, JobTitle:Software Engineer, Age: 63, Education: High School, PerfEval: 4, Average Pay: 148350.0 Gender: Male, JobTitle:Software Engineer, Age: 63, Education: PhD, PerfEval: 3, Average Pay: 140701.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: College, PerfEval: 5, Average Pay: 128166.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: High School, PerfEval: 5, Average Pay: 122199.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: Masters, PerfEval: 1, Average Pay: 111799.0 Gender: Male, JobTitle:Software Engineer, Age: 64, Education: PhD, PerfEval: 2, Average Pay: 152657.5 Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, PerfEval: 3, Average Pay: 126789.0 Gender: Male, JobTitle:Software Engineer, Age: 65, Education: High School, PerfEval: 4, Average Pay: 136527.5 Gender: Male, JobTitle:Software Engineer, Age: 65, Education: Masters, PerfEval: 5, Average Pay: 142258.0 Gender: Male, JobTitle:Warehouse Associate, Age: 18, Education: College, PerfEval: 2, Average Pay: 93041.0 Gender: Male, JobTitle:Warehouse Associate, Age: 19, Education: High School, PerfEval: 2, Average Pay: 68926.0 Gender: Male, JobTitle:Warehouse Associate, Age: 21, Education: PhD, PerfEval: 5, Average Pay: 58686.0 Gender: Male, JobTitle:Warehouse Associate, Age: 22, Education: Masters, PerfEval: 5, Average Pay: 68087.0 Gender: Male, JobTitle:Warehouse Associate, Age: 23, Education: College, PerfEval: 2, Average Pay: 89148.0 Gender: Male, JobTitle:Warehouse Associate, Age: 23, Education: High School, PerfEval: 1, Average Pay: 98382.0 Gender: Male, JobTitle:Warehouse Associate, Age: 24, Education: College, PerfEval: 1, Average Pay: 76591.0 Gender: Male, JobTitle:Warehouse Associate, Age: 24, Education: PhD, PerfEval: 5, Average Pay: 94997.0 Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: College, PerfEval: 1, Average Pay: 69304.0 Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: College, PerfEval: 3, Average Pay: 75827.0 Gender: Male, JobTitle:Warehouse Associate, Age: 25, Education: Masters, PerfEval: 2, Average Pay: 64457.0 Gender: Male, JobTitle:Warehouse Associate, Age: 26, Education: High School, PerfEval: 3, Average Pay: 80224.0 Gender: Male, JobTitle:Warehouse Associate, Age: 28, Education: High School, PerfEval: 5, Average Pay: 68412.0 Gender: Male, JobTitle:Warehouse Associate, Age: 31, Education: High School, PerfEval: 4, Average Pay: 73929.0 Gender: Male, JobTitle:Warehouse Associate, Age: 33, Education: College, PerfEval: 1, Average Pay: 105985.0 Gender: Male, JobTitle:Warehouse Associate, Age: 33, Education: College, PerfEval: 3, Average Pay: 84236.0 Gender: Male, JobTitle:Warehouse Associate, Age: 34, Education: Masters, PerfEval: 1, Average Pay: 50680.0 Gender: Male, JobTitle:Warehouse Associate, Age: 34, Education: PhD, PerfEval: 5, Average Pay: 114448.0 Gender: Male, JobTitle:Warehouse Associate, Age: 35, Education: High School, PerfEval: 1, Average Pay: 79092.0 Gender: Male, JobTitle:Warehouse Associate, Age: 36, Education: PhD, PerfEval: 5, Average Pay: 117656.0 Gender: Male, JobTitle:Warehouse Associate, Age: 37, Education: High School, PerfEval: 4, Average Pay: 91130.0 Gender: Male, JobTitle:Warehouse Associate, Age: 37, Education: Masters, PerfEval: 2, Average Pay: 87575.0 Gender: Male, JobTitle:Warehouse Associate, Age: 38, Education: College, PerfEval: 3, Average Pay: 90901.0 Gender: Male, JobTitle:Warehouse Associate, Age: 38, Education: High School, PerfEval: 3, Average Pay: 88264.0 Gender: Male, JobTitle:Warehouse Associate, Age: 39, Education: PhD, PerfEval: 4, Average Pay: 85886.0 Gender: Male, JobTitle:Warehouse Associate, Age: 40, Education: Masters, PerfEval: 5, Average Pay: 111905.0 Gender: Male, JobTitle:Warehouse Associate, Age: 42, Education: PhD, PerfEval: 2, Average Pay: 94774.0 Gender: Male, JobTitle:Warehouse Associate, Age: 45, Education: High School, PerfEval: 4, Average Pay: 91844.0 Gender: Male, JobTitle:Warehouse Associate, Age: 46, Education: High School, PerfEval: 3, Average Pay: 93318.0 Gender: Male, JobTitle:Warehouse Associate, Age: 46, Education: PhD, PerfEval: 5, Average Pay: 85019.0 Gender: Male, JobTitle:Warehouse Associate, Age: 48, Education: College, PerfEval: 5, Average Pay: 69172.0 Gender: Male, JobTitle:Warehouse Associate, Age: 48, Education: PhD, PerfEval: 5, Average Pay: 78192.0 Gender: Male, JobTitle:Warehouse Associate, Age: 49, Education: High School, PerfEval: 5, Average Pay: 117794.0 Gender: Male, JobTitle:Warehouse Associate, Age: 49, Education: PhD, PerfEval: 3, Average Pay: 101201.0 Gender: Male, JobTitle:Warehouse Associate, Age: 50, Education: Masters, PerfEval: 3, Average Pay: 96525.0 Gender: Male, JobTitle:Warehouse Associate, Age: 53, Education: College, PerfEval: 1, Average Pay: 129719.0 Gender: Male, JobTitle:Warehouse Associate, Age: 53, Education: PhD, PerfEval: 3, Average Pay: 135535.0 Gender: Male, JobTitle:Warehouse Associate, Age: 54, Education: Masters, PerfEval: 2, Average Pay: 123546.0 Gender: Male, JobTitle:Warehouse Associate, Age: 56, Education: Masters, PerfEval: 3, Average Pay: 83892.0 Gender: Male, JobTitle:Warehouse Associate, Age: 58, Education: College, PerfEval: 5, Average Pay: 142205.0 Gender: Male, JobTitle:Warehouse Associate, Age: 61, Education: High School, PerfEval: 3, Average Pay: 112025.0 Gender: Male, JobTitle:Warehouse Associate, Age: 61, Education: PhD, PerfEval: 3, Average Pay: 133005.0 Gender: Male, JobTitle:Warehouse Associate, Age: 64, Education: High School, PerfEval: 4, Average Pay: 122934.0 Gender: Male, JobTitle:Warehouse Associate, Age: 65, Education: High School, PerfEval: 1, Average Pay: 109530.0
Define a custom code to create reusable code¶
In [44]:
def calculate_average_pay_by_gender(pay_gap):
"""
Calculates the average pay for each gender.
Parameters:
- pay_gap: A Pandas DataFrame containing the gender pay data.
Returns:
- A new Pandas DataFrame with columns for gender and average total pay.
"""
In [45]:
# Group the data by gender
groups = pay_gap.groupby('Gender')
In [46]:
# Calculate the average pay for each group
avg_pays = groups.agg({'TotalPay': 'mean'}).reset_index()
In [47]:
avg_pays.columns = ['Gender', 'Average Total Pay']
In [48]:
avg_pays
Out[48]:
| Gender | Average Total Pay | |
|---|---|---|
| 0 | Female | 96416.831197 |
| 1 | Male | 104918.678571 |
In [49]:
# Calculate the average bonus for each group
avg_pays2 = groups.agg({'Bonus': 'mean'}).reset_index()
In [50]:
avg_pays2.columns = ['Gender', 'Bonus']
In [51]:
avg_pays2
Out[51]:
| Gender | Bonus | |
|---|---|---|
| 0 | Female | 6474.012821 |
| 1 | Male | 6461.133459 |
In [52]:
# Calculate the average basepay for each group
avg_pays3 = groups.agg({'BasePay': 'mean'}).reset_index()
In [53]:
avg_pays3.columns = ['Gender', 'BasePay']
In [54]:
avg_pays3
Out[54]:
| Gender | BasePay | |
|---|---|---|
| 0 | Female | 89942.818376 |
| 1 | Male | 98457.545113 |
Numpy¶
Review the Mean, Median and Standard Deviation of Pay¶
In [55]:
# Extract the Total pay column as a NumPy array
pay = np.array(pay_gap['TotalPay'])
In [56]:
# Calculate the mean, median, and standard deviation of the pay data using NumPy
mean_pay = np.mean(pay)
median_pay = np.median(pay)
std_pay = np.std(pay)
In [57]:
f"Mean pay: {mean_pay}"
Out[57]:
'Mean pay: 100939.814'
In [58]:
f"Median pay: {median_pay}"
Out[58]:
'Median pay: 100047.0'
In [59]:
f"Standard deviation of pay: {std_pay}"
Out[59]:
'Standard deviation of pay: 25144.018208977737'
Identify the number of Males and Females getting above or below the mean and median pay¶
In [60]:
# Extract the TotalPay and Gender columns as NumPy arrays
total_pay = np.array(pay_gap['TotalPay'])
gender = np.array(pay_gap['Gender'])
In [61]:
# Find the indices of males and females
male_indices = np.where(gender == 'Male')[0]
female_indices = np.where(gender == 'Female')[0]
In [62]:
# Calculate the number of males and females getting above or below the mean pay
num_male_above_mean = np.sum(total_pay[male_indices] > mean_pay)
num_female_above_mean = np.sum(total_pay[female_indices] > mean_pay)
num_male_below_mean = np.sum(total_pay[male_indices] < mean_pay)
num_female_below_mean = np.sum(total_pay[female_indices] < mean_pay)
In [63]:
'Number of Males Above Mean Pay:', num_male_above_mean
Out[63]:
('Number of Males Above Mean Pay:', 284)
In [64]:
'Number of Females Above Mean Pay:', num_female_above_mean
Out[64]:
('Number of Females Above Mean Pay:', 202)
In [65]:
'Number of Males Below Mean Pay:', num_male_below_mean
Out[65]:
('Number of Males Below Mean Pay:', 248)
In [66]:
'Number of Females Below Mean Pay:', num_female_below_mean
Out[66]:
('Number of Females Below Mean Pay:', 266)
In [67]:
# Given the variation in the data, calculate the number of males and females getting above or below the meadian pay
num_male_above_median = np.sum(total_pay[male_indices] > median_pay)
num_female_above_median = np.sum(total_pay[female_indices] > median_pay)
num_male_below_median = np.sum(total_pay[male_indices] < median_pay)
num_female_below_median = np.sum(total_pay[female_indices] < median_pay)
In [68]:
'Number of Males Above Median Pay:', num_male_above_median
Out[68]:
('Number of Males Above Median Pay:', 294)
In [69]:
'Number of Males Below Median Pay:', num_male_below_median
Out[69]:
('Number of Males Below Median Pay:', 238)
In [70]:
'Number of Females Above Median Pay:', num_female_above_median
Out[70]:
('Number of Females Above Median Pay:', 206)
In [71]:
'Number of Females Below Median Pay:', num_female_below_median
Out[71]:
('Number of Females Below Median Pay:', 262)
Use Of Dictionaries or Lists¶
In [72]:
#List usage demonstrated as part of Regex function, so use of dictionaries detailed here
In [73]:
# Convert the DataFrame to a list of dictionaries
data = pay_gap.to_dict('records')
In [74]:
# Filter the data to get only the rows where gender is female
female_data = [row for row in data if row['Gender'] == 'Female']
In [75]:
# Calculate the average pay for female employees
female_pay = [row['TotalPay'] for row in female_data]
avg_female_pay = sum(female_pay) / len(female_pay)
In [76]:
f"Average pay for female employees: {avg_female_pay}"
Out[76]:
'Average pay for female employees: 96416.8311965812'
In [77]:
# Filter the data to get only the rows where gender is male
male_data = [row for row in data if row['Gender'] == 'Male']
In [78]:
# Calculate the average pay for male employees
male_pay = [row['TotalPay'] for row in male_data]
avg_male_pay = sum(male_pay) / len(male_pay)
In [79]:
f"Average pay for male employees: {avg_male_pay}"
Out[79]:
'Average pay for male employees: 104918.67857142857'
Visualise¶
In [80]:
for i in pay_gap:
plt.title(i)
sns.countplot(x=pay_gap[i])
plt.xticks(rotation=90)
plt.show()
In [81]:
title = pd.get_dummies(pay_gap, columns=['Gender']).groupby('JobTitle').sum()
female = go.Pie(labels=title.index,values=title['Gender_Female'],name="Female",hole=0.5,domain={'x': [0,0.46]})
male = go.Pie(labels=title.index,values=title['Gender_Male'],name="Male",hole=0.5,domain={'x': [0.52,1]})
layout = dict(title = 'Job Title Distribution', font=dict(size=14), legend=dict(orientation="h"),
annotations = [dict(x=0.2, y=0.5, text='Female', showarrow=False, font=dict(size=20)),
dict(x=0.8, y=0.5, text='Male', showarrow=False, font=dict(size=20)) ])
fig = dict(data=[female, male], layout=layout)
py.iplot(fig)
In [82]:
education = pd.get_dummies(pay_gap, columns=['Gender']).groupby('Education').sum()
female = go.Pie(labels=education.index,values=education['Gender_Female'],name="Female",hole=0.5,domain={'x': [0,0.46]})
male = go.Pie(labels=education.index,values=education['Gender_Male'],name="Male",hole=0.5,domain={'x': [0.52,1]})
layout = dict(title = 'Education Distribution', font=dict(size=14), legend=dict(orientation="h"),
annotations = [dict(x=0.2, y=0.5, text='Female', showarrow=False, font=dict(size=20)),
dict(x=0.8, y=0.5, text='Male', showarrow=False, font=dict(size=20)) ])
fig = dict(data=[female, male], layout=layout)
py.iplot(fig)
In [83]:
seniority = pd.get_dummies(pay_gap, columns=['Gender']).groupby('Seniority').sum()
female = go.Pie(labels=seniority.index,values=seniority['Gender_Female'],name="Female",hole=0.5,domain={'x': [0,0.46]})
male = go.Pie(labels=seniority.index,values=seniority['Gender_Male'],name="Male",hole=0.5,domain={'x': [0.52,1]})
layout = dict(title = 'Seniority Level Distribution', font=dict(size=14), legend=dict(orientation="h"),
annotations = [dict(x=0.2, y=0.5, text='Female', showarrow=False, font=dict(size=20)),
dict(x=0.8, y=0.5, text='Male', showarrow=False, font=dict(size=20)) ])
fig = dict(data=[female, male], layout=layout)
py.iplot(fig)
In [84]:
# Set font scale to 1.5 to increase font size
sns.set(font_scale=1.5)
plt.figure(figsize=(20, 20))
sns.countplot(data=pay_gap, x="Gender", hue="JobTitle")
# Increase x and y axis label font size
plt.xticks(fontsize=10)
plt.yticks(fontsize=10)
# Increase legend font size
plt.legend(bbox_to_anchor=(0.5, -0.15), ncol=len(pay_gap['JobTitle'].unique()), fontsize=5)
plt.show()
In [85]:
# need to adjust the chart so that it is easier to interpret
# Set font scale to 1.5
sns.set(font_scale=1.5)
plt.figure(figsize=(20, 20))
sns.countplot(data=pay_gap, x="JobTitle", hue="Gender")
# Rotate x-axis labels by 45 degrees
plt.xticks(rotation=45, fontsize=16)
# Increase y axis label font size
plt.yticks(fontsize=16)
# Increase legend font size
plt.legend(bbox_to_anchor=(0.5, -0.15), ncol=len(pay_gap['JobTitle'].unique()), fontsize=17)
plt.show()
In [86]:
sns.countplot(data=pay_gap, x='Gender')
plt.xlabel('Gender')
plt.ylabel('Count')
plt.title('Frequency of Gender')
plt.show()
In [87]:
# Create two histograms, one for each gender
plt.figure(figsize=(10, 8))
plt.hist(pay_gap[pay_gap['Gender'] == 'Male']['TotalPay'], alpha=0.5, label='Male')
plt.hist(pay_gap[pay_gap['Gender'] == 'Female']['TotalPay'], alpha=0.5, label='Female')
plt.xlabel('TotalPay')
plt.ylabel('Frequency')
plt.title('Distribution of TotalPay by Gender')
plt.legend()
plt.show()
In [88]:
plt.figure(figsize=(10, 8))
sns.scatterplot(data=pay_gap, x='Age', y='TotalPay', hue='Gender')
plt.xlabel('Age')
plt.ylabel('TotalPay')
plt.title('Age vs TotalPay')
plt.show()
Machine Learning¶
Hyper Parameter Tuning¶
Predicting Total Pay using Linear Regression¶
In [89]:
# Select features and target variable
X = pay_gap[['Age', 'PerfEval', 'Seniority', 'BasePay', 'Bonus']]
y = pay_gap['TotalPay']
In [90]:
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
In [91]:
# Train a linear regression model
model = LinearRegression()
model.fit(X_train, y_train)
Out[91]:
LinearRegression()
In [92]:
# Evaluate the model on the test set using R^2 score
score = model.score(X_test, y_test)
print("Model accuracy:", score)
Model accuracy: 1.0
In [93]:
pay_gap.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 10 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 JobTitle 1000 non-null object 1 Gender 1000 non-null object 2 Age 1000 non-null int64 3 PerfEval 1000 non-null int64 4 Education 1000 non-null object 5 Dept 1000 non-null object 6 Seniority 1000 non-null int64 7 BasePay 1000 non-null int64 8 Bonus 1000 non-null int64 9 TotalPay 1000 non-null int64 dtypes: int64(6), object(4) memory usage: 78.2+ KB
In [94]:
#identify the relevant colums for the training model
selected_columns = ['Gender', 'Age', 'Education','Dept', 'Seniority', 'BasePay', 'Bonus','TotalPay']
In [95]:
cols_to_encode = selected_columns
In [96]:
# use One hot encode to deal with the cateogorical colums
encoder = pd.get_dummies(pay_gap[cols_to_encode])
encoder.head()
Out[96]:
| Age | Seniority | BasePay | Bonus | TotalPay | Gender_Female | Gender_Male | Education_College | Education_High School | Education_Masters | Education_PhD | Dept_Administration | Dept_Engineering | Dept_Management | Dept_Operations | Dept_Sales | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Ref_Number | ||||||||||||||||
| 0 | 18 | 2 | 42363 | 9938 | 52301 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 21 | 5 | 108476 | 11128 | 119604 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 2 | 19 | 5 | 90208 | 9268 | 99476 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 |
| 3 | 20 | 4 | 108080 | 10154 | 118234 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 4 | 26 | 5 | 99464 | 9319 | 108783 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 |
In [97]:
encoder.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 16 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Age 1000 non-null int64 1 Seniority 1000 non-null int64 2 BasePay 1000 non-null int64 3 Bonus 1000 non-null int64 4 TotalPay 1000 non-null int64 5 Gender_Female 1000 non-null uint8 6 Gender_Male 1000 non-null uint8 7 Education_College 1000 non-null uint8 8 Education_High School 1000 non-null uint8 9 Education_Masters 1000 non-null uint8 10 Education_PhD 1000 non-null uint8 11 Dept_Administration 1000 non-null uint8 12 Dept_Engineering 1000 non-null uint8 13 Dept_Management 1000 non-null uint8 14 Dept_Operations 1000 non-null uint8 15 Dept_Sales 1000 non-null uint8 dtypes: int64(5), uint8(11) memory usage: 49.9 KB
In [98]:
#train linear regression model on the training set and evaluate its performance on the test set
lr = LinearRegression()
lr.fit(X_train, y_train)
y_pred = lr.predict(X_test)
print("Model accuracy:", r2_score(y_test, y_pred))
Model accuracy: 1.0
In [99]:
encoder.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 16 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Age 1000 non-null int64 1 Seniority 1000 non-null int64 2 BasePay 1000 non-null int64 3 Bonus 1000 non-null int64 4 TotalPay 1000 non-null int64 5 Gender_Female 1000 non-null uint8 6 Gender_Male 1000 non-null uint8 7 Education_College 1000 non-null uint8 8 Education_High School 1000 non-null uint8 9 Education_Masters 1000 non-null uint8 10 Education_PhD 1000 non-null uint8 11 Dept_Administration 1000 non-null uint8 12 Dept_Engineering 1000 non-null uint8 13 Dept_Management 1000 non-null uint8 14 Dept_Operations 1000 non-null uint8 15 Dept_Sales 1000 non-null uint8 dtypes: int64(5), uint8(11) memory usage: 49.9 KB
In [100]:
# change the Data type from unit8 to int64
encoder['Gender_Female'] = encoder['Gender_Female'].astype('int64')
encoder['Gender_Male'] = encoder['Gender_Male'].astype('int64')
encoder['Education_College'] = encoder['Education_College'].astype('int64')
encoder['Education_High School'] = encoder['Education_High School'].astype('int64')
encoder['Education_Masters'] = encoder['Education_Masters'].astype('int64')
encoder['Education_PhD'] = encoder['Education_PhD'].astype('int64')
encoder['Dept_Administration'] = encoder['Dept_Administration'].astype('int64')
encoder['Dept_Engineering'] = encoder['Dept_Engineering'].astype('int64')
encoder['Dept_Management'] = encoder['Dept_Management'].astype('int64')
encoder['Dept_Operations'] = encoder['Dept_Operations'].astype('int64')
encoder['Dept_Sales'] = encoder['Dept_Sales'].astype('int64')
In [101]:
encoder.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 1000 entries, 0 to 999 Data columns (total 16 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 Age 1000 non-null int64 1 Seniority 1000 non-null int64 2 BasePay 1000 non-null int64 3 Bonus 1000 non-null int64 4 TotalPay 1000 non-null int64 5 Gender_Female 1000 non-null int64 6 Gender_Male 1000 non-null int64 7 Education_College 1000 non-null int64 8 Education_High School 1000 non-null int64 9 Education_Masters 1000 non-null int64 10 Education_PhD 1000 non-null int64 11 Dept_Administration 1000 non-null int64 12 Dept_Engineering 1000 non-null int64 13 Dept_Management 1000 non-null int64 14 Dept_Operations 1000 non-null int64 15 Dept_Sales 1000 non-null int64 dtypes: int64(16) memory usage: 125.1 KB
Predicting Gender pay using Random Forest¶
In [102]:
# Split the data into training and test sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
In [103]:
# Train a random forest classifier
model = RandomForestClassifier(n_estimators=100, random_state=42)
model.fit(X_train, y_train)
Out[103]:
RandomForestClassifier(random_state=42)
In [104]:
# Evaluate the model on the test set
score = model.score(X_test, y_test)
print("Model accuracy:", score)
Model accuracy: 0.0
Boosting¶
In [105]:
# Split the dataset into features (X) and target variable (y)
X = encoder.drop('TotalPay', axis=1)
y = encoder['TotalPay']
In [106]:
# Split the data into training and testing sets
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)
In [107]:
# Create the XGBoost model
xgb_model = xgb.XGBRegressor()
In [108]:
# Train the model
xgb_model.fit(X_train, y_train)
Out[108]:
XGBRegressor(base_score=None, booster=None, callbacks=None,
colsample_bylevel=None, colsample_bynode=None,
colsample_bytree=None, early_stopping_rounds=None,
enable_categorical=False, eval_metric=None, feature_types=None,
gamma=None, gpu_id=None, grow_policy=None, importance_type=None,
interaction_constraints=None, learning_rate=None, max_bin=None,
max_cat_threshold=None, max_cat_to_onehot=None,
max_delta_step=None, max_depth=None, max_leaves=None,
min_child_weight=None, missing=nan, monotone_constraints=None,
n_estimators=100, n_jobs=None, num_parallel_tree=None,
predictor=None, random_state=None, ...)
In [109]:
# Predict on the test set
y_pred = xgb_model.predict(X_test)
In [110]:
# Calculate root mean squared error (RMSE) as the evaluation metric
rmse = mean_squared_error(y_test, y_pred, squared=False)
print("Root Mean Squared Error (RMSE):", rmse)
Root Mean Squared Error (RMSE): 847.5122314526967
In [111]:
# scatter plot to visualize the predicted values against the actual values
plt.scatter(y_test, y_pred)
plt.xlabel('Actual Values')
plt.ylabel('Predicted Values')
plt.title('Actual vs. Predicted Values')
plt.show()
In [112]:
#Calculate the mean absolute error (MAE)
mae = np.mean(np.abs(y_test - y_pred))
print("Mean Absolute Error (MAE):", mae)
Mean Absolute Error (MAE): 588.31806640625
In [113]:
#Calculate the R-squared score
r2 = r2_score(y_test, y_pred)
print("R-squared Score:", r2)
R-squared Score: 0.9988550858836964
In [ ]: